My Tech Resources - James Lavin

DESCRIPTION

Links to resources I have found useful or think might be helpful to future me or Ruby/Javascript/Python/Erlang/Elixir/Elm developers like me.

SPECIAL PAGES

After this page grew too large (when Github started truncating it), I split out the following dedicated pages:

• Books I enjoyed (new page created Nov 2021)
• Chinese (not much content because I've been lazy with Chinese)
• DevOps
• Elixir
• Elm
• Event Sourcing
• JavaScript
• Messaging
• Python
• Ruby

MAJOR CATEGORIES

Artificial Intelligence (AI) | Body & Mind | Business | Clean Code | Code Search | Coffeescript | CSS | Data | Databases | Design | DevOps | Domain-Driven Design | Elasticsearch | Elixir | Elm | Erlang | Entrepreneurship | Event sourcing | Functional programming | Git | Haskell | Helm | HTML5 | Istio | Javascript | Julia | Kafka | Kubernetes | Learning | Linux | Maker movement/ IoT | Management/Leadership | Messaging | Mobile | MongoDB | News : programming news, science news, tech news | Node.js | Octave | Postgresql | Product development | Productivity Tools | Python : getting started, books (free), data analysis, learning, Pandas | Podcasts | R | Rails | Ruby | Rust | Scala | Statistical analysis | Testing | Tmux | Usability | Vim | Visual Studio Code | Web components | Writing/Publishing

ALGORITHMS

• Algorithms for Decision Making, 2022 - Mykel J. Kochenderfer, Tim A. Wheeler and Kyle H. Wray - free PDF!, MIT Press textbook is $95
• Competitive Programmer’s Handbook - Antti Laaksonen
• Algorithms: Kevin Wayne & Robert Sedgewick (Princeton University): Part I & Part II
• Algorithms: Design and Analysis - Tim Roughgarden (Stanford University): Part 1 & Part 2
• JavaScript Algorithms and Data Structures - Oleksii Trekhleb
• Automata: finite automata, context-free grammars, Turing machines, undecidable problems, and intractable problems (NP-completeness) - Jeff Ullman (Stanford University)
• Analysis of Algorithms - Robert Sedgewick (Princeton University)
• Algorithmic Thinking (Rice University): Part 1 & Part 2
• Algorithmic Toolbox - UC San Diego
• Algorithms on Strings - UC San Diego

ALGORITHMS - CRDTs

• CRDTS: The Hard Parts - Martin Kleppmann - Hydra distributed computing conference 2020
• CRDTs in Production - Dmitry Martyanov
• CRDTs: From sequential to concurrent executions - Carlos Baquero Moreno (CodeMesh LDN 2018
• Practical Demystification of CRDTs - Dmitry Ivanov & Nami Nasserazad (Curry On 2016)
• Conflict-free Replicated Data Types - Nuno Preguica, Carlos Baquero, and Marc Shapiro [PDF]
• Raft: Understanding Distributed Consensus - TheSecretLivesOfData.com

ANIMATION

• Algorithms for Animation - Courtney Hemphill

ARTIFICIAL INTELLIGENCE (AI)

• Dive into Deep Learning - Ashton Zhang, et al.
• Fast.ai | Practical Deep Learning for Coders, v3 (free course) | The Fast AI Book (free) | The Fast AI Book (dead tree)
• Software 2.0 - Andrej Karpathy
• Grokking Deep Learning - Andrew Trask
• Deep Learning - Ian Goodfellow, Yoshua Bengio, and Aaron Courville (MIT Press): Chapters | Lectures | Videos - Part 1 | Videos - Part 2 | Companion Videos
• Siraj Raval's "Artificial Intelligence Education" videos
• AI School (Microsoft)
• AI and Deep Learning - Two Minute Papers - Károly Zsolnai-Fehér & Two Minute Papers
• Andreessen Horowitz: AI and Deep Learning - Frank Chen | AI: What's Working, What's Not | AI Playbook
• 12 Amazing Deep Learning Breakthroughs of 2017 - Mariya Yao
• Artificial Intelligence in Industry With Dan Faggella (podcast series)
• The Code That Runs Our Lives - Geoffrey Hinton
• InfoQ talks
• Machine Learning (online Coursera class with Stanford professor Andrew Ng)
• Machine Learning (online course from University of Oxford
• Intro to Machine Learning: Pattern Recognition for Fun and Profit - Sebastian Thrun and Katie Malone (Udacity)
• Artificial Intelligence (AI) Turns Images & Videos into Gold - Fei-Fei Li
• Artificial Intelligence (AI) invents new knowledge and teaches human new theories - Demis Hassabis
• Artificial Intelligence (AI) is the Tech Renaissance to Business and Society - Jeff Bezos
• How Will Artificial Intelligence Affect Your Life - Jeff Dean (TEDxLA)
• How AI Startups Must Compete with Google - Dr Fei-Fei Li (Google Cloud) & Mike Abbott (KPCB)
• Artificial Intelligence is the New Electricity - Andrew Ng (January 2017)
• How AI detectives are cracking open the black box of deep learning - Science Mag
• Google's Great AI Awakening: We didn't even know we hired the best AI scientists in Google - Eric Schmidt
• Probabilistic Machine Learning and AI - Zoubin Ghahramani
• Lecture for YC AI - Jeff Dean & slides
• Machines With Brains - Qz.com
• The Frontier in Artificial Intelligence (AI): General-Purpose Learning AGI - Mustafa Suleyman
• Using Machine Learning to Explore Neural Network Architecture - Quoc Le & Barret Zoph (Google Brain team)
• The Compound Effect of Artificial Intelligence (AI) & Silicon-Based Technologies - Steve Jurvetson
• How We Teach Computers to Understand Pictures - Fei-Fei Li
• Engineers' Guide to the Artificial Intelligence Galaxy - Kai-Fu Lee Columbia University commencement address
• The Dark Secret at the Heart of AI - Will Knight
• AI Expert Kai-Fu Lee, "Don't Miss the Boat of Artificial Intelligence in the Age of AI"
• Google's DeepMind CEO: Future & Capabilities of Artificial Intelligence - Demis Hassabis
• Intro to DeepMind - Juan Silviera (GDD Europe '17)
• The Future of Robotics & Artificial Intelligence - Rodney Brooks
• Amazon Jeff Bezos on Artificial Intelligence (AI), Staffless Store, Self-Driving Car & Donald Trump - Walt Mossberg interview
• Large-Scale Deep Learning with TensorFlow for Building Intelligent Systems - Jeff Dean (Google)
• The Future of Artificial Intelligence Documentary 2017
• Artificial Intelligence Is Stuck. Here’s How to Move It Forward - Gary Marcus (NY Times)
• Half of All Jobs Will Be Replaced by Artificial Intelligence (AI) in 10 Years, AI Expert Kai-Fu Lee
• How AI & Computer Vision will Drive our Future - Fei-Fei Li
• Explainable Artificial Intelligence (XAI) - David Gunning (DARPA)
• International Conference on Learning Representations 2015
• The Future of Artificial Intelligence - DeepMind CEO Demis Hassabis
• Google DeepMind: What is it, how does it work and should you be scared? - Sam Shead
• What did AlphaGo do to beat the strongest human Go player? - Tobias Pfeiffer (Full Stack Fest 2016) | slides PDF | slides Speakerdeck | slides Slideshare
• AlphaGo Zero: Learning from scratch - DeepMind
• How Does DeepMind's AlphaGo Zero Work? - Siraj Raval
• Un-Artificial Intelligence - Melinda Seckington (GoRuCo 2015)
• Neural Networks for Machine Learning - Geoffrey Hinton (University of Toronto)
• Artificial Intelligence (online EdX.org class from UC Berkeley)
• MLOSS.org (Machine Learning Open Source Software)
• Artificial Stupidity: Adding Smarts to Yer Kode - Randall Thomas
• Weathering the Data Storm - Claudia Perlich (QConn New York 2014)

ARTIFICIAL INTELLIGENCE (AI) - CONVOLUTIONAL NEURAL NETS

• Feature Visualization: How neural networks build up their understanding of images - Chris Olah, Alexander Mordvintsev, and Ludwig Schubert
• What is wrong with convolutional neural nets? - Geoffrey Hinton
• How Convolutional Neural Networks Work - Brandon Rohrer
• Friendly Introduction to Convolutional Neural Networks and Image Recognition - Luis Serrano
• Intro to Different Types of Convolutions in Deep Learning - Paul-Louis Pröve
• Convolutional Neural Networks (TensorFlow)
• Chihuahua Or Muffin? Searching for the Best Computer Vision API - Mariya Yao
• pixel-cnn+ - OpenAI & PixelCNN++: Improving the PixelCNN With Discretized Logistic Mixture Likelihood and Other Modifications
• A Brief History of CNNs in Image Segmentation: From R-CNN to Mask R-CNN - Dhruv Parthasarathy
• Keras Tutorial: The Ultimate Beginner’s Guide to Deep Learning in Python - EliteDataScience.com
• A Keras multithreaded DataFrame generator for millions of image files - Ryan Woodard
• Francois Chollet: The limitations of deep learning & The future of deep learning
• Deep Neural Networks are Easily Fooled - Evolving AI Lab
• CS231n: Convolutional Neural Networks for Visual Recognition - Stanford University

ARTIFICIAL INTELLIGENCE (AI) - CAPSULE NETWORKS

• Capsule Networks: An Improvement to Convolutional Networks - Siraj Raval
• What is a CapsNet or Capsule Network? - Debarko De

ARTIFICIAL INTELLIGENCE (AI) - DEEP NEURAL NETS

• What do neural networks learn? - Brandon Rohrer
• Intro to Deep Learning - Alexander Amini (MIT, 2020) | Lectures
• Intro to Deep Learning with PyTorch - Luis Serrano (Udacity)
• Notes from Coursera Deep Learning courses by Andrew Ng - Tess Ferrandez
• Learn Deep Learning in 6 Weeks - Siraj Raval
• Neural Networks and Deep Learning - Michael Nielsen
• Advanced Deep Learning & Reinforcement Learning - DeepMind
• Mostly Complete Chart of Neural Networks - Fjodor van Veen
• How Deep Neural Networks Work - Brandon Rohrer
• How Neural Networks Really Work - Geoffrey Hinton
• A friendly introduction to Deep Learning and Neural Networks - Luis Serrano
• Deep Learning Demystified - Brandon Rohrer
• The Matrix Calculus You Need For Deep Learning - Terence Parr and Jeremy Howard
• Livecoding Madness - Let's Build a Deep Learning Library - Joel Grus
• Beyond Backpropagation: Can We Go Deeper Than Deep Learning? - Mariya Yao
• Deep Neural Networks with Tensorboard - Arpan Chakraborty & Luis Serrano (ODSC East 2017) & Tensorboard demos (Github)
• Nuts and Bolts of Applying Deep Learning - Andrew Ng
• The Deep End of Deep Learning - Hugo Larochelle (TEDxBoston)
• Neural Nets for NLP - Graham Neubig (Carnegie Mellon University)
• Friendly Introduction to Deep Learning and Neural Networks
• Visualizing and Understanding Deep Neural Networks - Matt Zeiler
• The Rise of Artificial Intelligence through Deep Learning - Yoshua Bangio (TEDxMontreal)

ARTIFICIAL INTELLIGENCE (AI) - DEEP NEUROEVOLUTION & INNOVATION

• Novel Opportunities in Open-Endedness - Kenneth O. Stanley
• Welcoming the Era of Deep Neuroevolution - Kenneth O. Stanley & Jeff Clune
• Why Greatness Cannot Be Planned: The Myth of the Objective - Kenneth Stanley
• Open-endedness: The last grand challenge you’ve never heard of - Kenneth O. Stanley, Joel Lehman, and Lisa Soros (December 2017)

ARTIFICIAL INTELLIGENCE (AI) - FEDERATED LEARNING

• "Federated learning: private distributed ML" - Mike Lee Williams (StrangeLoop 2019)
• See: PySyft
• See: TF-Federated

ARTIFICIAL INTELLIGENCE (AI) - GENERAL INTELLIGENCE

• Is AI Riding a One-Trick Pony? - James Somers
• Neuroscience-Inspired Artificial Intelligence - Demis Hassabis, et al. ("Neuron," June 2017)
• DeepMind’s founder says to build better computer brains, we need to look at our own - James Vincent (The Verge)
• Artificial Intelligence: Turning Our Understanding of the Mind Upside Down - Geoffrey Hinton
• Can sensory cortex do backpropagation? - Geoffery Hinton
• AI and Neuroscience: A virtuous circle - DeepMind
• A Path to AI - Yann LeCun
• Creating Human-Level AI - Yoshua Bengio
• Agents that imagine and plan - DeepMind
• DARLA: Improving Zero-Shot Transfer in Reinforcement Learning - Irina Higgins, et al. (2017)
• When Machines Have Ideas - Ben Vigoda (TEDxBoston)

ARTIFICIAL INTELLIGENCE (AI) - GENERATIVE ADVERSARIAL NETWORKS

• Generative Models - OpenAI
• Generative Adversarial Networks for Style Transfer - Siraj Raval
• Image Synthesis From Text With Deep Learning | Two Minute Papers #116
• Amazon has an algorithm that designs clothes by replicating human creativity - Qz.com

ARTIFICIAL INTELLIGENCE (AI) - GOOGLE APIS

• Machine Learning APIs by Example - Sara Robinson (Google I/O '17)

ARTIFICIAL INTELLIGENCE (AI) - HARDWARE

• Tesla is working with AMD to develop its own A.I. chip for self-driving cars, says source - Jordan Novet
• First demonstration of brain-inspired device to power artificial systems - University of Southampton
• Machine Learning Infrastructure - TechEmergence.com

ARTIFICIAL INTELLIGENCE (AI) - H2O.AI

• H2O.ai

ARTIFICIAL INTELLIGENCE (AI) - HIERARCHICAL TEMPORAL MEMORY (HTM)

• The Biological Path Towards Strong AI - Matt Taylor (StrangeLoop 2017)
• HTM Youtube Channel - Numenta
• Numenta.org

ARTIFICIAL INTELLIGENCE (AI) - JAX: AUTOGRAD AND XLA

"Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more"

• Github.com/Google/JAX
• JAX As Accelerated NumPy - Rosalia Schneider & Vladimir Mikulik
• Introduction to Graph Neural Nets with JAX/jraph - Lisa Wang & Nikola Jovanović

ARTIFICIAL INTELLIGENCE (AI) - KERAS

• TensorFlow, Keras and deep learning, without a PhD - Martin Gorner
• The Keras Blog - Francois Chollet
• Keras: Multiple outputs and multiple losses - Adrian Rosebrock
• Keras.js: Github | Demos | Docs
• First Contact With Deep Learning: Practical Introduction with Keras - Jordi Torres
• Intro to text classification with Keras: automatically tagging Stack Overflow posts - Sara Robinson, Josh Gordon, and Marianne Linhares Monteiro
• Problem-solving with ML: automatic document classification - Ahmed Kachkach

ARTIFICIAL INTELLIGENCE (AI) - LINEAR ALGEBRA

• All the Linear Algebra You Need for AI - Rachel Thomas
• MATH - LINEAR ALGEBRA

ARTIFICIAL INTELLIGENCE (AI) - MACHINE LEARNING

• Machine Learning Cheatsheets - Stanford CS 229
• End-to-End Machine Learning - Brandon Rohrer
• Papers With Code - Hottest AI/ML papers with associated code
• arXiv.org machine learning articles
• Machine Learning from Scratch - Erik Linder-Norén
• Rules of Machine Learning: Best Practices for ML Engineering - Martin Zinkevich
• Machine Learning Mastery
• Jupyter notebooks for the book "Hands-on Machine Learning with Scikit-Learn and TensorFlow" - Aurélien Geron
• Jupyter notebooks for the book "Deep Learning With Python Notebooks" - François Chollet
• This Week in Machine Learning
• "Deep Thinking" - Demis Hassabis interviews Garry Kasparov (Talks at Google)
• What Is Machine Learning? - Luis Serrano
• CS229: Machine Learning - Andrew Ng (Stanford University)

ARTIFICIAL INTELLIGENCE (AI) - MACHINE LEARNING - MLOPS

• What Is MLOps? - NVIDIA
• MLOps: Continuous delivery and automation pipelines in machine learning - Google Cloud
• MLOps vs. AIOps - SeattleDataGuy

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP)

• Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition, 3rd ed | Jan 2022 PDF
• NLP-progress; Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks - Sebastian Ruder | NlPProgress.com
• The New Era in NLP - Rachel Thomas (SciPy 2019)
• NLP Highlights (podcast) - Matt Gardner, Pradeep Dasigi, and Waleed Ammar
• Natural Language Processing with Deep Learning (Stanford University, Winter 2017) | 2019 course
• Exploring Transfer Learning with T5: the Text-To-Text Transfer Transformer - Google | Text-to-Text Transfer Transformer (T5) | Colossal, Cleaned Crawled Corpus (C4)
• Oxford Deep NLP 2017 course
• NLP Newsletter - Democratizing Artificial Intelligence Research, Education, and Technologies
• High Performance Natural Language Processing - Gabriel Ilharco, et al. (EMNLP 2020) | Slides (PDF)
• Speech and Language Processing, 3rd ed draft, Daniel Jurafsky and James H. Martin: PDF | Webpage
• Natural Language Processing - Jacob Eisenstein
• Deep Learning for NLP - Ed Grefenstette (DeepMind)
• KDNuggets NLP
• Text Analytics Techniques
• NLP For Hackers
• NLP Newsletter - Sebastian Ruder
• Sebastian Ruder blog
• 4 Approaches to Natural Language Processing & Understanding - Maria Yao
• Stanford Natural Language Processing Group | CoreNLP
• Sebastian Ruder blog
• NLP - MachineLearningPlus.com
• Problem-solving with ML: automatic document classification - Ahmed Kachkack
• GuidedLDA: Guided Topic modeling with latent Dirichlet allocation - Vikash Singh & How our startup switched from Unsupervised LDA to Semi-Supervised GuidedLDA - Vikash Singh
• NLP in R: Topic Modelling - Rachael Tatman
• NLP For Topic Modeling & Summarization Of Legal Documents - Oguejiofor Chibueze
• Spooky NLP and Topic Modelling tutorial - Anisotropic
• natural: general natural language facilities for node

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - ALLEN NLP

• AllenNLP

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - GENSIM

• Gensim: Website | Tutorials | API docs | Github | Tutorials
• gensim-data
• Complete Guide to Topic Modeling with Scikit-Learn and Gensim - George-Bogdan Ivanov

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - OPENNLP

• Apache OpenNLP: Homepage | Github
• An Anatomy of an Answer: Open NLP & Discourse Analysis-Based Indexing - Boris Galitsky (ApacheCon @Home 2020) (starts after 6 1/2 minutes)

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - SPACY

• spaCy: Industrial-strength Natural Language Processing (NLP) with Python and Cython: Github | Spacy.io
• spaCy cheatsheet - DataCamp

ARTIFICIAL INTELLIGENCE (AI) - NATURAL LANGUAGE PROCESSING (NLP) - TEXTACY

• Textacy

ARTIFICIAL INTELLIGENCE (AI) - NEWS

• Chipin
• Distill.pub
• Futurism
• Google
• HackerNoon.com
• Import AI Newsletter - Jack Clark
• Kate Crawford
• Machine Learnings
• Marketing Artificial Intelligence Network
• The Next Web
• Open AI
• Quartz - Dave Gershgorn
• The Register
• Science
• Tech Emergence: Guides | Research | Expert Interviews | Companies
• This Week in Machine Learning & AI
• Topbots - Mariya Yao & Forbes
• VentureBeat
• Wired - Tom Simonite

ARTIFICIAL INTELLIGENCE (AI) - OPEN AI

• OpenAI Gym | Github

ARTIFICIAL INTELLIGENCE (AI) - OPTIMIZATION

• Deep Learning as a Mixed Convex-Combinatorial Optimization Problem - Abram L. Friesen and Pedro Domingos

ARTIFICIAL INTELLIGENCE (AI) - PODCASTS

• Artificial Intelligence in Industry
• Lex Fridman Podcast: AI
• Machine Learning Guide - Tyler Renelle
• Practical AI
• Talking Machines
• This Week in Machine Learning & AI

ARTIFICIAL INTELLIGENCE (AI) - PYTHON

• 5 Genius Python Deep Learning Libraries - EliteDataScience.com

ARTIFICIAL INTELLIGENCE (AI) - PYTHON - PYTORCH

• Github | Pytorch.org
• ML/DL for Everyone With PyTorch - Sung Kim: Videos & Slides
• Introducing Pytorch for fast.ai
• PyTorchZeroToAll
• PyTorch vs TensorFlow — spotting the difference - Kirill Dubovikov

ARTIFICIAL INTELLIGENCE (AI) - QUANTUM AI

• Quantum AI: The Next Frontier (Applied AI Conference 2017)

ARTIFICIAL INTELLIGENCE (AI) - REINFORCEMENT LEARNING

• Reinforcement Learning: An Introduction, 2nd ed (in progress - complete draft)- Richard S. Sutton & Andrew G. Barto
• A Brief Survey of Deep Reinforcement Learning - Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage, Anil Anthony Bharath
• Elon Musk’s A.I. Destroys Champion Gamer! - ColdFusion
• How Does DeepMind's AlphaGo Zero Work? - Siraj Raval
• Human-level control through Deep Reinforcement Learning - Deep Mind
• Deep Q Learning for Video Games - The Math of Intelligence #9 - Siraj Raval
• Teaching a Neural Network to play a game using Q-learning - Soren D

ARTIFICIAL INTELLIGENCE (AI) - SEQUENCE MODELS (RNN, LSTM, GRM)

• A friendly introduction to Recurrent Neural Networks - Luis Serrano
• Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) - Brandon Rohrer
• Automated Image Captioning with ConvNets and Recurrent Nets - Andrej Karpathy & Fei-Fei Li (Center for Brains, Minds and Machines, Stanford University)
• Introduction to LSTMs in Tensorflow - Harini Suresh and Nicholas Locascio (MIT Center for Brains, Minds + Machines) & Tensorflow code (LSTM Sentiment Classifier)
• Recurrent Neural Networks (TensorFlow)
• LSTM Networks - The Math of Intelligence - Siraj Raval
• Sequence-to-Sequence Models (TensorFlow)

ARTIFICIAL INTELLIGENCE (AI) - REAL-WORLD EXAMPLES

• Google’s voice-generating AI is now indistinguishable from humans - Dave Gershgorn
• AlphaZero: DeepMind's New Chess AI | Two Minute Papers #216
• CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning - Stanford ML Group
• Artificial intelligence goes deep to beat humans at poker - Tonya Riley (Science) & How an AI took down four world-class poker pros - Chris Valazco (Engadget)
• The AI Race - Australian Broadcasting Corporation
• Google's Learning Software Learns to Write Learning Software - Tom Simonite (Wired)
• Meet Spot, the robot dog that can run, hop and open doors - Marc Raibert (TED Talk 2017)
• A new t-shirt sewing robot can make as many shirts per hour as 17 factory workers - Marc Bain
• How computers learn to recognize objects instantly - Joseph Redmon (TED Talk 2017)
• The ultimate promise of artificial intelligence lies in sorting cucumbers - Dave Gershgorn
• Google’s speech recognition is now almost as accurate as humans - 9-to-5 Google
• Using Machine Learning to predict parking difficulty - James Cook, et al. (Google)
• A.I. is Progressing Faster Than You Think - ColdFusion
• The era of easily faked, AI-generated photos is quickly emerging - Dave Gershgorn
• Artificial intelligence is great at predicting the size of hurricanes, but humans still need to figure out their impact - Dave Gershgorn
• Voyage's first self-driving car deployment
• The world’s best Dota 2 players just got destroyed by a killer AI from Elon Musk’s startup - T.C. Sottek (The Verge)
• Revisiting the Effectiveness of Off-the-shelf Temporal Modeling Approaches for Large-scale Video Classification - Yunlong Bian et al. | Activity-Net.org
• Microsoft Dynamics 365 now offers service chatbots as part of AI push
• Automated Crowdturfing Attacks and Defenses in Online Review Systems - Yuanshun Yao, et al.(2017)
• A.I. Experiments: Visualizing High-Dimensional Space - Google Developers
• Facebook’s Language-Creating AI Bots Are Now Required to Negotiate in English - Futurism | Facebook Shut Down AI After It Invented Its Own Language
• AI learns from professional gamers — then crushes them - Peter Holley (Washington Post)
• Google Has Started Adding Imagination to Its DeepMind AI - ScienceAlert.com & Imagination-Augmented Agents for Deep Reinforcement Learning - DeepMind
• Two Minute Papers
• Twitter taught Microsoft’s AI chatbot to be a racist asshole in less than a day - James Vincent
• These AI bots are so believable, they get asked out on dates (CNBC)
• TensorKart: Self-driving MarioKart with TensorFlow - Kevin Hughes
• Artificial Intelligence (AI) Software and Robots are Replacing White-Collar Workers
• Baidu Deep Voice explained: Part 1 — the Inference Pipeline
• Google's Deep Mind Explained! - Self-Learning A.I. - ColdFusion
• Nvidia Lets You Peer Inside the Black Box of Its Self-Driving AI - Will Knight
• The incredible inventions of intuitive AI - Maurice Conti (TED Talks)
• AI Experiments: Explore machine learning in simple, hands-on ways (Google)
• An internet company has found a single manager for 60,000 employees - Dave Gershgorn (Quartz)
• How Google is making music with artificial intelligence (Science)
• Chinese chatbots apparently re-educated after political faux pas
• Mark Sagar Made a Baby in His Lab. Now It Plays the Piano
• IBM Watson: Smartest Machine Ever Built Documentary (NOVA)
• BuzzFeed News Trained A Computer To Search For Hidden Spy Planes. This Is What We Found
• Maybe the A.I. dystopia is already here - Anne Applebaum (Washington Post)
• How PayPal Is Taking a Chance on AI to Fight Fraud - American Banker
• China's big bet on domination in AI is no longer a long shot (National Post)
• A.I. Learns Nobel Prize Experiment in Just 1 Hour! - ColdFusion
• Goldman Sacked: How Artificial Intelligence Will Transform Wall Street - Newsweek
• The Rise of the Artificially Intelligent Hedge Fund - Wired
• The Robots Are Coming for Wall Street - Nathaniel Popper (NY Times)
• Neural Networks for Language and Understanding - Geoff Hinton
• Researchers built an invisible backdoor to hack AI’s decisions - Dave Gershgorn (qz.com)

ARTIFICIAL INTELLIGENCE (AI) - REAL-WORLD EXAMPLES - HEALTHCARE

• Heart Disease Diagnosis with Deep Learning - Chuck-Hou Yee
• Deep Learning in Medical Imaging - Ben Glocker (#reworkDL)
• Deep Learning for Predicting Glioblastoma Subtypes from MRI. Peter Chang, MD
• Defining a Patient Population With Cirrhosis: An Automated Algorithm With Natural Language Processing - E.K. Chang, et al., Journal of Clinical Gastroenterology 2016
• Predictive Analytics, NLP Flag Psychosis with 100% Accuracy - Jennifer Bresnick (Health IT Analytics, 2015)
• Chinese robot dentist is first to fit implants in patient’s mouth without any human involvement - Alice Yan
• Case Study: TensorFlow in Medicine - Retinal Imaging - Lily Peng (TensorFlow Dev Summit 2017)
• Artificial intelligence can diagnose prostate cancer as well as a pathologist
• Better Medicine Through Machine Learning - Suchi Saria (TEDxBoston)
• Efficient identification of nationally mandated reportable cancer cases using natural language processing and machine learning - John D Osborne, et al. (Journal of Informatics in Health and Biomedicine, 2016)
• IBM CEO: "Watson AI will change everything in Healthcare. Radiologists will lose jobs soon"
• IBM pitched its Watson supercomputer as a revolution in cancer care. It’s nowhere close - Casey Ross & Ike Swetlitz (STAT) vs. IBM CEO: "Watson AI will change everything in Healthcare. Radiologists will lose jobs soon"
• Machine Learning in Health Care - Antonio Criminisi
• Big Data and Machine Learning in Healthcare: How, Why, and When - Dr. Leonard D'Avolio (HIMSS Big Data and Analytics Conference)
• Epic to use NLP to aid documentation, decision support
• AI can detect Alzheimer's 10 years before symptoms show up - Mariella Moon

ARTIFICIAL INTELLIGENCE (AI) - SIMULATION

• Running Programs In Reverse for Deeper A.I. - Zenna Tavares

ARTIFICIAL INTELLIGENCE (AI) - SUPERINTELLIGENCE

• Myths and Facts About Superintelligent AI (With MIT's Max Tegmark) - minutephysics
• Not If, But How Artificial Intelligence Might Take Over the World - Hugh Baillie
• Artificial Intelligence: it will kill us - Jay Tuck (TEDxHamburgSalon)

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW

• Awesome-Tensorflow (curated list of resources)
• Github | Installing | Website | Youtube | Udacity course | Stanford course | Examples
• Machine Learning with TensorFlow - Andrew Gasparovic (GDD Europe '17)
• TensorFlow in 5 Minutes - Siraj Raval
• Effective TensorFlow for Non-Experts - Martin Wicke (Google I/O '17)
• Intro to TensorFlow - Alejandro Solano (EuroPython 2017)
• Tensorflow and Deep Learning Without a PhD - Martin Görner
• TensorFlow Tutorial For Beginners - Karlijn Willems
• TensorFlow Dev Summit 2017
• TensorFlow at DeepMind - Daniel Visentin (TensorFlow Dev Summit 2017)
• TensorFlow Wide & Deep Learning Tutorial (TensorFlow)

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - FEDERATED

• TensorFlow-Federated

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - HOROVOD

• Horovod: Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - KUBEFLOW

• KubeFlow: Machine Learning Toolkit for Kubernetes
• Data Science on Steroids with Kubeflow - Markus Bauer & Sascha Grunert
• Machine Learning Frameworks on Kubernetes
• Kubeflow: Portable Machine Learning on Kubernetes - Michelle Casbon (@Scale 2018)
• kfctl

ARTIFICIAL INTELLIGENCE (AI) - TENSORFLOW - MOBILE

• TensorFlow.js | Tutorials | Docs | Examples
• On-device machine learning: TensorFlow on Android - Yufeng Guo (Google Cloud Next '17)

ARTIFICIAL INTELLIGENCE (AI) - UNSUPERVISED LEARNING

• The Next Frontier in AI: Unsupervised Learning - Yann LeCun

ARTIFICIAL INTELLIGENCE (AI) - VIDEOS

• AI By the Bay 2017
• Cognifest NYC 2017

ARTIFICIAL INTELLIGENCE (AI) - WEBSITES

• Insight Data Science
• KD Nuggets

ASDF

• asdf - Version manager for Ruby, Node.js, Elixir, Erlang & more | Docs
• Agnostic Version Management With asdf - Bobby Grayson

BLOCKCHAINS

• Blockchain: The Slowest (and most Fascinating) Database in the World - Stefan Tilkov (GOTO Amsterdam 2017)
• What the #?!* is Bitcoin? - Jeremy Rubin (TEDxBeaconStreet)
• Blockchain Disruption: How Bitcoin Technology Creates a Sharing Economy - Thomas Ramge (TEDxHamburg)

BLOCKCHAINS - BITCOIN

• Ten years in, nobody has come up with a use for blockchain - Kai Stinchcombe
• Bitcoin -- distributing power & trust - Eric Spano (TEDxConcordia)

BODY & MIND

• How to Stay Healthy as a Programmer - Florian
• Possibly The Best Way To Be A Great Programmer: Be Brain-Healthy!! - Jon Davis
• Seven Tips for the Healthy Programmer - Bart Jacobs
• Tips on Staying Fit for Software Developers - Asahi Technologies
• 5 Hacks to Effortlessly Build Healthy Habits in 2018 - Steve

BODY & MIND - BURNOUT

• Depression and Burnout: the Hardest Refactor I’ve ever done - Jérôme Petazzoni (GOTO 2019)

BODY & MIND - CORONAVIRUS

• Coronavirus Is A PANDEMIC.... Technically - Dr Mikhail Varshavski
• Preparing for Coronavirus to Strike the U.S. - Zeynep Tufekci (Scientific American)
• Dr. John Campbell & other Dr. John Campbell videos
• What you need to know as coronavirus outbreak reaches "decisive point" - CBS News
• Coronavirus Do’s And Don’ts: What You Need To Know To Protect Your Family - TODAY
• How coronavirus spreads and what you can do to prevent it - CBS News & You’re Likely to Get the Coronavirus: Most cases are not life-threatening, which is also what makes the virus a historic challenge to contain - Dr James Hamblin (The Atlantic)
• How Coronavirus Kills: Acute Respiratory Distress Syndrome (ARDS) & Treatment - Pulmonologist Dr. Roger Seheult
• Coronavirus Epidemic: Updates, Spread, Symptoms, & Treatment (COVID-19) - MedCram
• Coronavirus: How the deadly epidemic sparked a global emergency | Four Corners (Australian Broadcast Corporation) | Youtube
• Coronavirus - Dr Mike Hansen
• Coronavirus outbreak: U.S. braces for rise in COVID-19 cases as WHO raises threat to "highest level" - Global National
• Spanish Flu: a warning from history - Cambridge University
• How coronavirus (Covid-19) spread day by day - Channel 4 News (Australia)
• Coronavirus disease (COVID-19) outbreak - World Health Organization (WHO)

BODY & MIND - EXERCISE

• The 25 Most Significant Health Benefits of Physical Activity and Exercise - Len Kravitz

BODY & MIND - INTERMITTENT FASTING

• The Beginner’s Guide to Intermittent Fasting - James Clear
• Intermittent fasting: Surprising update - Monique Tello, MD, MPH
• Intermittent fasting: No advantage over conventional weight loss diets - German Cancer Research Center (Deutsches Krebsforschungszentrum, DKFZ)
• Intermittent Fasting Made My Life Easier, and Happier - Larissa Zimberoff (NY Times)
• Intermittent Fasting: Is it Right for You? - Jane Racey Gleeson
• Does Intermittent Fasting Work? - Monica Reinagel, MS, LD/N, CNS
• The Leangains Guide - Martin Berkhan

BODY & MIND - PODCASTS

• Ask a Harvard Professor
• Brain Science with Ginger Campbell, MD
• Brain Science: Neuroscience & Behavior
• BrainStuff
• Do The Thing - Melissa Urban
• Hidden Brain - NPR
• Love Your Work - David Kadavy
• The Moment - Brian Koppelman

BODY & MIND - POSTURE

• Back Pain & Sitting & More Bob (Schrupp) & Brad (Heineck)

BODY & MIND - SLEEP

• Programmers and sleep - David Zych
• You Need More Than 6 Hours of Sleep - Gret Yeutter

BODY & MIND - STOICISM

• The philosophy of Stoicism - Massimo Pigliucci
• Epictetus - How To Be A Stoic (Stoicism)
• Stoicism as a philosophy for an ordinary life - Massimo Pigliucci (TEDxAthens)

BOOKS

• Mind-Expanding-Books - Vishnu Ks
• List of free programming books (many languages)
• List of free programming books - CodeInfo.info

BROWSERS

BROWSERS - APIS

• WebExtensions
• JavaScript APIs
• Tabs

BROWSERS - AUTOMATION

• Nightmare
• Phantom.js
• Selenium

BROWSERS - BEAKER BROWSER

• Beaker Browser - Peer-to-peer browser with tools to create and host websites
• IPFS.io - Peer-to-peer hypermedia protocol to make the web faster, safer, and more open
• Dat Project - Data-sharing protocol for applications of the future

BROWSERS - CHROME

• DevTools
• Web.dev - Google
• Lighthouse: Automated tool for improving the quality of web pages
• Puppeteer: Most things you can do manually in the browser can be done using Puppeteer
• Workbox: JavaScript libraries for adding offline support (service workers, asset caching, etc.) to web apps

BROWSERS - PLUGINS/EXTENSIONS

BROWSERS - PLUGINS/EXTENSIONS - CHROME

• Documentation | Extensions APIs | Overview | Examples | CodeLab | Developer's Guide
• Javascript APIs
• How to Make a Chrome Extension - Gabe Berke-Williams
• Create a Google Chrome Extension (For Beginners) - iEatWebsites
• Extensionizr: Start a Chrome extension in 15 seconds

BROWSERS - PLUGINS/EXTENSIONS - FIREFOX

• WebExtensions
  • Your first extension
  • Your second extension
  • Anatomy of an extension
  • Firefox workflow
  • Example extensions | webextensions-examples
  • JavaScript APIs
    • Browser support for JavaScript APIs

BROWSERS - WEBRTC

• WebRTC Crash Course - Hussein Nasser
• Web RTC Full Course & More - Dennis Ivy
• High Performance Browser Networking
• WebRTC.org
• WebRTCHacks.com

BUSINESS

• The Startup Playbook - Sam Altman
• Lectures (by successful entrepreneurs) on "How to Start a Startup" (Stanford University)
• How to Build a Startup: The Lean LaunchPad - Steve Blank
• Startup (podcast)
• SteveBlank.com
• The Tim Ferriss Show
• The James Altucher Show
• Kauffmann Founders School
• A Culture of Experimentation - Jeff Bezos (2005)
• Observatory of Economic Complexity (interactive international trade data displayed using D3)
• First Round Review

BUSINESS - ENTREPRENEURSHIP

BUSINESS - ENTREPRENEURSHIP - ADVICE

• Alex Osterwalder
• Berkeley Haas (Youtube)
• The Bootstrapped Founder - Arvind Kahl
• Cliff Ennico
• Dan Martell (Youtube)
• Entrepreneurship at Yale SOM (Youtube)
• Greylock (Youtube)
• Harvard Innovation Lab (Youtube)
• Ideas Made to Matter - MIT Sloan School of Management
• Indie Hackers
• London Business School (Youtube)
• Nordic Business Forum (Youtube)
• SaaStock (Youtube)
• SaaStr (Youtube)
• Stanford Graduate School of Business (Youtube)
• Startup Class (Sam Altman)
• Startup Grind (Youtube)
• Steve Blank
• Talks at Google (Youtube)
• The Hussle (Youtube)
• This Week in Startups (Youtube)
• TK Kader (Youtube)
• University of California TV Innovator Stories (Youtube)
• Wharton School (Youtube)
• Y Combinator (Youtube)
• 99U (Youtube)
• Founder to CEO (Matt's Book for Startups) - Matt Mochary
• Thoughtbot
• Three Personality Traits all Entrepreneurs and Small Business Owners Must Develop - Cliff Ennico
• 7 Classic Startup Founder Mistakes (And How To Avoid Them) - Kathryn Minshew
• Talks From Entrepreneurs - 99U
• How to Future-Proof Your Career - Dorie Clark (TEDxLugano)
• 20 Ways to Blow Up Your Company - Jason Mendelson
• 13 Reasons My Startup FAILED - Russell Keith-Magee (Djangocon.us 2017)
• The Secrets to YC's Essential Startup Advice with Y Combinator - Michael Seibel (SaaStr 2021)
• Sales Mistakes that Can Kill Your SaaS Business & How to Avoid Them - Mark Roberge & Michele Law
• The Lean Start-up - Ash Maurya’s keynote speech (Start-up Showcase 2017)
• The Lean Startup - Eric Ries (Talks at Google)
• Lean Startup Co. videos
• Marc Andreessen: Part 1: Why not to do a startup | Part 2: When the VCs say "no" | Part 3: "But I don't know any VCs!" | Part 4: The only thing that matters | Part 5: The Moby Dick theory of big companies | Part 6: How much funding is too little? Too much? | Part 7: Why a startup's initial business plan doesn't matter that much | Part 8: Hiring, managing, promoting, and firing executives | Part 9: How to hire a professional CEO
• Paul Graham essays
• Acquired by Amazon— what we learned at Pillpack - Fred Destin
• One-Hour Guide to SEO - Rand Fishkin
• SaaStr (SaaS Scale Together) conference videos
• 12 Key Levers of SaaS Success - David Skok (SaaStr 2017)
• A Conversation with Paul Graham - Moderated by Geoff Ralston
• The single biggest reason why startups succeed - Bill Gross (TED)
• The Infinite Game (Nordic Business Forum Sweden 2019 - Full Keynote) - Simon Sinek
• YC’s Essential Startup Advice - Geoff Ralston and Michael Seibel
• Beyond the Business Model - Ash Maurya
• Startup Hacks - Alex Iskold
• 10 Things The Rich Do That The Poor Don't - Why You Are Still Broke - Practical Wisdom
• How to Achieve Your Most Ambitious Goals - Stephen Duneier (TEDxTucson)
• Don't Do These 68 Things in Your SaaS Company - Anand Sanwal (SaaStr 2017)
• Startups, Entrepreneurship, and Making Your Tech Business Work - Full Sail University 2017
• Why do so many startups fail? - Chicago Booth Review
• Evidence-based Entrepreneurship - Steve Blank (The Lean Startup Conference 2013)
• Tim Ferriss's advice on starting a business or podcast - Tim Ferriss
• Laura Klein: So You Want to Build the Next Facebook (Lean Startup Conference 2015) | Identify and Validate Your Riskiest Assumptions (Lean Startup Conference 2014)
• The surprising habits of original thinkers - Adam Grant (TED)
• Five Lessons I Learned From Failing A Start-Up - Yashash Agarwal (TEDxJGU)
• How To Create A SaaS Product That People Love - Dan Martell
• Lessons Learned From 3,000 SaaS Companies - Patrick Campbell
• What college students need to know before starting a business - Jan Bednar (TEDxBocaRaton)
• Why Most Entrepreneurs Are Slowly Killing Themselves - Phil Drolet (TEDxMileHigh)
• The Customer Factory
• 50 Entrepreneurs share priceless advice - Blockshelf
• Why Products Fail - Ash Maurya
• 10 Steps to Product-Market Fit - Ash Maurya
• 12 Mistakes I Made My First Year as an Entrepreneur - Patrick Bet-David
• Warren Buffet's Life Advice Will Change Your Future
• Guy Kawasaki (Apple) on Top 10 Mistakes Entrepreneurs Make (Startup Grind)
• 10 SKILLS That Are HARD to Learn, BUT Will Pay Off FOREVER! - Evan Carmichael
• Steve Jobs's Top 10 Rules For Success - Evan Carmichael
• What they don't tell you about entrepreneurship - Mark Leruste (TEDxCardiff)
• How to build a Billion Dollar app? - George Berkowski (TEDxCityUniversityLondon)
• Claire Lew interviews Kathryn Minshew, Founder + CEO of The Muse
• The Best of the Best: YC SaaS Founders
• The 'Simplest' Secret To Business Growth - Lowell Rempel & Dan Martel

BUSINESS - ENTREPRENEURSHIP - BENEFIT CORPORATIONS

• B Lab (BCorporation.net)
• BenefitCorp.net
• Benefit Corporation FAQs - Wolters Kluwer
• Startups: Should you incorporate as a Public Benefit Corporation? - Charlie Kannel & May Samali
• What Is a Benefit Corporation? - Jane Haskins (LegalZoom)
• Your Benefit Corporation Options: Should You Incorporate in Delaware or Elsewhere? - Sandra B. Feldman (Wolters Kluwer)

BUSINESS - ENTREPRENEURSHIP - BLOGS & NEWS

• eCorner (Stanford University) | Youtube channel
• Foundr.com
• GeekWire
• TechCrunch - Startups

BUSINESS - ENTREPRENEURSHIP - EQUITY & OWNERSHIP

• How to Split Equity with Cofounders - the Only Way That is Fair - Mike Moyer (Slicing Pie)

BUSINESS - ENTREPRENEURSHIP - FINANCING

• Startup Finance Basics - This Week in Startups
• Rewarding Talent - Index Ventures
• VC terms — Return of the Barbarians - Fred Destin
• Don’t go chasing unicorns - Aner Ben-Ami
• A Guide to Seed Fundraising - Geoff Ralston
• If You Take Venture Capital, You’re Forcing Your Company To Exit - Luke Kanies

BUSINESS - ENTREPRENEURSHIP - FINANCING - CROWDFUNDING SITES

• AngelList
• AngelPad
• CircleUp
• CrowdCube (UK)
• EquityNet
• FlashFunders
• Fundable
• FundedByMe (EU)
• FundersClub
• Gust | Twitter
• IndieGogo
• Kickstarter
• MicroVentures
• NextSeed
• OurCrowd
• SeedInvest
• Seedrs
• StartEngine
• SyndicateRoom
• WeFunder
• Zopa (UK)

BUSINESS - ENTREPRENEURSHIP - FINANCING - CROWDFUNDING INFO

• Kickstarter, IndieGoGo and Best Practices for Crowdfunding - Co Media
• Equity Crowdfunding Explained: Jargon Free - Entrepreneur
• Salvador Briggman: Equity Crowdfunding Explained | Dos and Don't of Crowdfunding on Kickstarter and Indiegogo | Kickstarter vs. Indiegogo
• Investment Crowdfunding 101 (also known as Equity Crowdfunding) - Eazl.co
• CrowdFund.co
• Exceeding Your Funding Goal on Kickstarter, the Basics - Thomas Kineshanko

BUSINESS - ENTREPRENEURSHIP - PODCASTS

• 2000 Book Summaries for Entrepreneurs - Mani Vaya
• 996 Podcast on Entrepreneurship in China - GGV Capital
• Agile Giants - Sean Ammirati
• Angel Invest Boston - Sal Daler
• Babson Built
• Balderton Podcast - Balderton Capital
• Being Boss: Mindset, Habits, Tactics, and Lifestyle for Creative Entrepreneurs
• The Bootstrapped Founder - Arvind Kahl
• Bootstrapped VC - Backstage Capital
• Bowery Capital Startup Sales Podcast
• Business School Without the BS - Clay Clark & Robert Zoellner
• Business Wars - David Brown
• Chase Jarvis LIVE
• Cortex - CGP Grey & Myke Hurley
• DealMakers - Alejandro Cremades
• Dingman Bootstrapped
• Exceptions - Jay Acunzo
• Evolving for the Next Billion - GGV Capital
• Founder Quest Podcast
• Founder Real Talk - GGV Capital
• Founder's Journal - Alex Lieberman
• Founders - David Senra (incredibly great! Discovered David through his incredible guest appearance on Patrick O'Shaughnessy's podcast)
• Founders Talk
• Foundr - Nathan Chan
• The Full Ratchet - Nick Moran
• Getting to Ramen - Joshua Anderton
• Greymatter - Greylock Partners
• How I Built This - Guy Raz
• How to Start a Startup
• Indie Hackers - Courtland Allen
• Innovation Hub - WGBH
• The Innovation Show - Aidan McCullen
• Invest Like the Best - Patrick O'Shaughnessy
• James Altucher Show
• Masters of Scale - Reid Hoffman
• Mixergy - Andrew Warner
• The New Stack: Makers
• Nice Guys on Business - Doug Sandler & Strickland Bonner
• Notion - The SaaS enterprise tech podcast - Stephen Millard & Paul Papadimitriou
• Origins - Notation Capital
• Product Hunt Radio
• Rogue Startups Podcast - Dave Rodenbaugh & Craig Hewitt
• Running Through Walls - Venrock
• School of Greatness - Lewis Howes
• Smart Passive Income
• Stacking the Bricks - Amy Hoy & Alex Hillman
• StartUp - Gimlet
• Startup Camel
• Startup Chat with Steli and Hiten
• Startup Notes
• Startup Sessions with Michael Knouse
• Startup Success Podcast
• Startups for the Rest of Us - Mike Taber & Rob Walling
• The Syndicate - Matt Ward
• Traction: How Startups Start - Next View Ventures
• The Twenty-Minute VC - Henry Stebbings
• This Week in Startups - Jason Calacanis & Youtube
• Venture Studio
• Ventured - Kleiner Perkins
• When to Jump - Mike Lewis

BUSINESS - ENTREPRENEURSHIP - SALES

• Fear of Sales - Elad Gil

BUSINESS - ENTREPRENEURSHIP - VENTURE CAPITAL-BACKED

• Blitzscaling 01: Overview of the Five Stages of Blitzscaling

BUSINESS - MARKETING

• Content Marketing Full Course | Content Marketing Tutorial For Beginners - Simplilearn
• Behind the Brand
• Everything You (probably) DON'T Know about Marketing - Seth Godin

BUSINESS - PODCASTS

• Acquired - A Podcast About Technology Acquisitions & IPOs - Ben Gilbert and David Rosenthal
• Bothsides TV - Upfront Ventures
• Business Book of the Month
• Chase Jarvis LIVE
• Conversations with Tyler
• The Ezra Klein Show
• Freakonomics Radio
• Harvard Business Review IdeaCast
• Healthy Dose
• Marketing Over Coffee - John Wall & Christopher Penn
• The McKinsey Podcast
• Meaningful Show - Dean Bokhari
• Notion Capital
• The Pitch - Josh Muccio (Gimlet Media)
• Pivot - Kara Swisher & Scott Galloway
• Product Breakfast Club
• Rework - Basecamp
• Simplify - Caitlin Schiller & Ben Schuman-Stoler
• The Tim Ferriss Show
• The Tony Robbins Podcast
• This Week in Tech - Leo Laporte
• Work & Life Podcast - Stew Friedman

CHARACTERS

• Characters, Symbols and the Unicode Miracle - Computerphile + other cool Computerphile videos

CHESS

CHESS - ANALYSIS

• When Grandmasters Blunder - Joe Doliner, code underlying the analysis, The Pachyderm Stack (a completely new MapReduce engine built on top of modern tools) & Pachyderm Single Node Mode
• ChessGames.com (746,000 chess games)

CHESS - TOOLS

• Chessboard.js
• Chess.js

CHINESE

• Serverless Handbook——无服务架构实践手册 - Jimmy Song
• Kubernetes指南 - Pengfei Ni
• Kubernetes Handbook——Kubernetes中文指南/云原生应用架构实践手册
• Istio Handbook——Istio服务网格实践指南 - Jimmy Song
• InfoQ Chinese news
• Python - Mofan Zhou: Tutorials collection | PyTorch tutorials
• Chinese university courses on Coursera
• 汉语与文化交际 Chinese Cultural Communication
• 卷积神经网络的运作原理
• Fudan University: Coursera courses
• Nanjing University: Coursera courses
  • 计算机操作系统
  • 计算机系统基础（一） ：程序的表示、转换与链接
  • 软件测试 (Software Testing)
  • 用Python玩转数据 Data Processing Using Python
• Peking Univesity: Coursera courses | EdX courses
  • 魅力机器人 | The Fascinating World of Robots and Robotics
  • 操作系统与虚拟化安全
  • 软件工程
  • 数据结构与算法第一部分 | Data Structures and Algorithms Part 1 (Beijing University) & Part 2
  • 算法基础－Fundamental Algorithms
  • Principles and Practice of Computer Aided Translation 计算机辅助翻译原理与实践
  • 人群与网络 | Networks and Crowds
  • 程序设计基础 | Fundamentals of Programming
  • 理论计算机科学基础 | Introduction to Theoretical Computer Science
• Shanghai Jiaotong University: Coursera courses
• Tsinghua University: EdX courses
  • Data Structures and Algorithm Design Part I 数据结构与算法设计(上) | Data Structures and Algorithm Design Part II 数据结构与算法设计(下) | Data Structures • 数据结构 | 2015 course - Data Structures and Algorithm Design 数据结构与算法设计 | 2014 course
• USTC: Coursera courses
• Xian Jiaotong University: Coursera courses
• Elixir入门文档中文

CHINESE - AUDIO

• Ting (Pianke.me)

CHINESE - BOOKS

• 海量电子书
• 努努书坊

CHINESE - LEARNING

• The Chairman's Bao - Simplified Chinese newspaper

• JustLearnChinese.com

• HanziJS is a Chinese character and NLP module for Chinese language processing for Node.js | Github

CHINESE - SCIENCE FICTION

• 刘慈欣：科学中的故事资源 & full list

CLEAN CODE

• Finding your service boundaries: A practical guide - Adam Ralph: NDC { Oslo 2018} & Dev Ternity 2019
• Building Observability for 99% Developers - Jean Yang (StrangeLoop 2022)
• How To Write Unmaintainable Code: Ensure a job for life ;-) - Roedy Green
• Making It Count: Quality is NOT an Option - Todd Montgomery (GOTO 2018)
• Is Your Code Too SOLID? - Sarah Mei
• Writing Quality Code in Erlang - Garrett Smith (main points aren't language-specific)
• Move Slow and Mend Things - Kevlin Henney (VoxxedDays Zurich 2018) & [Devoxx Belgium 2017)
• Software Is Details - Kevlin Henney (GOTO 2020)
• Why Senior Devs Write Dumb Code and How to Spot a Junior From A Mile Away - Scott Shipp
• Working with legacy code - Gabor Olah (Code BEAM STO 19)
• Ideology - Gary Bernhardt (StrangeLoop 2015)
• Taking Back "Software Engineering" - Dave Farley (GOTO Oslo 2020)
• The Mediator Pattern - Brandur
• "The Mess We're In" - Joe Armstrong (StrangeLoop 2014)
• Creative Engineering: Promises & Razors - Insights into Rapid Development - Tom Mejias, Bill Robinson and Matteo Vallone
• The Failures of "Intro to TDD" - Justin Searls
• The 737 Max: Human Factors in Complex Systems - Kyle Kotowick
• Treat Your Code as a Crime Scene - Adam Tornhill
• Code review advice from Thoughtbot
• Keynote: Architecture the Lost Years - Robert Martin (Ruby Midwest 2011)
• Uncoupling - Michael Nygard (GOTO 2018)
• Stability Patterns & Antipatterns - Michael T. Nygard (GOTO 2016)
• Talking Architecture: Small Is Beautiful - Kevlin Henney (Wix Engineering Tech Talks 2016) & (GOTO 2016)
• Code as Risk - Kevlin Henney (GOTO Amsterdam 2017)
• A System is Not a Tree - Kevlin Henney (DevWeek 2015)
• The Errors of Our Ways - Kevlin Henney (GOTO Berlin 2016)
• Old Is the New New - Kevlin Henney (GOTO 2018)
• A Question of Craftsmanship - Kevlin Henney (Agile India 2013)
• Seven Secrets of Maintainable Codebases - Adam Tornhill (GOTO 2016)
• Cruft and Technical Debt: A Long View - Yehuda Katz (GoGaRuCo 2012)
• Grasping Complexity with Both Hands - Glenn Vandenurg (GoGaRuCo 2012)
• Behind the Curtain: Applying lessons learned from years in the Theatre to crafting software applications - Nell Shamrell (MaidosnRuby 2012)
• Computer Science: A Guide for the Perplexed - Joe Armstrong (GOTO 2018)
• Modular & reusable front-end code with HTML5, Sass and CoffeeScript - Roy Tomeij (MadisonRuby 2012)
• Robert C. Martin videos (free)
• Robert C. Martin videos (non-free)
• Grand Unification Theory: Writing and Running Code, by Brian Ford (Barcelona RuCo 2012)
• Programming and minimalism: lessons from Orwell and the Clash - Jonathan Dahl (RubyConf 2010)
• States and Nomads: Handling Software Complexity - Zach Tellman
• Five Lines of Code (💰NON-FREE💰)

CLEAN CODE - AGILE

• Shortening the Architectural Feedback Loop - Eltjo R. Poort (GOTO 2022)
• War is Peace, Freedom is Slavery, Ignorance is Strength, Scrum is Agile - Allen Holub (GOTO 2020) & Getting Started with Agility: Essential Reading - Allen Holub & The Death of Agile (Software Architect London 2014)
• Why Scaling Agile Doesn't Work - Jez Humble (GOTO 2015)
• Beyond Scope, Schedule, and Cost: The Agile Triangle - Jim Highsmith (ThoughtWorks)
• Business Decision Maturity Model (BDMM) - Dr. Knut Hinkelmann
• Managing IT for Business Value: The New Gold Standard - BCG
• The Business Decision Maturity Model
• Black Swan Farming
• Management & Measurement & Business Value – “Oh My”: Creating Solutions with Measurement in Changing Times - Dan Galorath

CLEAN CODE - AGILE - KANBAN

• Agile Project Management with Kanban - Eric Brechner (Talks at Google 2015)
• Agile Project Management with Kanban - Eric Brechner (Microsoft Research)

CLEAN CODE - APIS

• APIs: The Good, The Bad, The Ugly - MicheleTitolo (Ruby Remote Conf 2015)
• HTTP API Design Guide
• Beautiful REST & JSON APIs - Les Hazelwood (Jax Conference 2013)
• Building the Great Wall: API Driven Applications by Scott Parker, Dan Melnick (Madison Ruby 2012)
• How to Design a Good API and Why It Matters
• API Blueprint & Github
• Dredd — HTTP API Validation Tool
• Pliny - Write excellent APIs in Ruby & Better APIs with Pliny - Will Leinweber (RubyOnAles 2015)

CLEAN CODE - APIS - DOCUMENTING

• Understanding JSON Schema - Michael Droettboom et al. & PDF
• prmd - JSON Schema tools and doc generation for HTTP APIs

CLEAN CODE - APIS - DOCUMENTING - SWAGGER / OPENAPI

• Swagger.io | Swagger Editor | Specification | Explanatory docs | Github
• PetStore example: Running | JSON files | YAML files
• Swagger tutorial - Learn API Doc
• OpenAPI Specification Journey - Arnaud Lauret: 1 - Intro | 2 - Basics | 3 - Simplifying spec file | 4 - Advanced Data | 5 - Advanced Input & Output Modeling | 6 - Defining Security | 7 - Documentation | 8 - Splitting the spec file | 9 - Extending the OpenAPI Spec
• Learn API Doc - Tom Johnson
• Swagger 101 - SwaggerHub.com
• phoenix-swagger

CLEAN CODE - CODE CLIMATE

• Code Climate: Open source projects | Platform | Free service for open source projects
• Build your own Code Climate Analysis Engine

CLEAN CODE - CULTURE

• Top lessons learned from working with a 10x developer - Jeffrey Bakker

CLEAN CODE - MEASURING

• Ruby-Toolbox - Code Metrics
• Semi Automatic Code Review - Richard Huang (RailsConf 2012)
• rails_best_practices gem & railsbp.com

CLOJURE

• Functional Programming in Anger - David Nolen (Lambda.World 2018)

COBOL

• Built to Last - Mar Hicks

CODING CONTESTS

• CodeChef
• TopCoder

CODING PUZZLES

• Programming Praxis

CODE SEARCH

• Github Search
• Google Code
• Ohloh Code
• SearchCode.com
• Sourcegraph.com

COMPUTING BASICS

• Logic Components - 0612 TV w/ NERDfirst
• See How Computers Add Numbers in One Lesson - In One Lesson
• Computerphile: AND OR NOT - Logic Gates Explained & XOR & the Half Adder
• Logic Components - "lcc0612"
• Digital Electronics: The Half Adder and Full Adder - Derek Molloy
• An Introduction to Logic Gates - DrPhysicsA
• Making Your Own 4-bit Computer From Transistors - Simon Inns

COMPUTING BASICS - QUANTUM COMPUTING

• Quantum Computing for Computer Scientists - Andrew Helwer
• Quantum Computing 2017 Update - ExplainingComputers
• Unboxing a Quantum Computer - Holy $hit Episode 19 - Linus Tech Tips
• A Beginner’s Guide to Quantum Computing - Talia Gershon (IBM)

CSS

• CSS - Mozilla.org
• CSS Reference - Visual guide to the most popular CSS properties
• Estelle Weyl
• CSS Tutorial - W3Schools
• Learn CSS - Codecademy
• GeekLaunch / Jacob CSS Basics & Sass & SCSS
• The Shapes of CSS - Chris Coyier
• MarkSheet: Free HTML & CSS tutorial
• How to Master CSS - Christopher Harrison & Helen Zeng (Microsoft Virtual Academy - Jumpstart)
• HTML and CSS Tutorial for Beginners: The Ultimate Guide to Learning HTML and CSS
• CSS3 Tutorial - Derek Banas
• LearnLayout.com
• Mozilla MDN
• CSS2 Cheat Sheet (Cheatography)
• Sass
• Less
• Compass
• Getting Oriented With Compass
• Kicking Ass + Taking Names with Sass & Compass
• csscss (finds CSS redundancies)
• Twitter Bootstrap
• Front End Legos: Better Design with Reusable HTML & CSS
• Github CSS style guide
• Zen-Coding
• CSS Conf videos

CSS - BULMA

• Bulma: Bulma.io Blog | Extensions
• Use Bulma with Webpack
• Official Documentation:
  • Overview
  • Columns
  • Forms
  • Components
  • Modifiers
  • Layout
  • Elements
    • Box
    • Button
    • Content
    • Delete
    • Icons
    • Image
    • Notification
    • Progress Bar
    • Table
    • Tag
    • Title
  • Extensions
• Learn Bulma CSS for free - Zaydek & Learn Bulma CSS in 5 minutes - A tutorial for beginners - Per Harald Borgen
• Bulma videos
• Bulma CSS Framework Crash Course - Traversy Media
• Learn Bulma in 5 Minutes - Per Harald Borgen
• Bulma: CSS framework you should consider in 2018 - Mateusz
• How to Build a Blog Layout With Bulma - George Martsoukos

CSS - BULMA - BUEFY

• Buefy: Lightweight UI components for Vue.js based on Bulma

CSS - BULMA - JAVASCRIPT

• JavaScript for Bulma: Tabs - Travis Media
• JavaScript for Bulma: Modals - Travis Media
• JavaScript Zipcode App Using Fetch & Bulma CSS - Traversy Media

CSS - BULMA - PLUGINS

• Bulma Extensions & Wiki
• Bootstrap Table & examples
• Bulma-social: Social sign-in buttons - Aldi Duzha

CSS - BULMA - TEMPLATES & THEMES

• Bulma Templates & Github
• Bulma Themes
• Bulma Swatch: free Bulma themes
• Awesome Bulma Templates
• Bulma Expo
• Bulma Builder ($ non-free $)
• Bulma Style ($ non-free $)
• Creative Bulma ($ non-free $)

CSS - BULMA - VIDEOS

• Bulma CSS Framework Crash Course - Traversy Media
• Bulma CSS Framework - complete tutorial - freeCodeCamp.org

CSS - COLOR

• Coolors: Color scheme generator
• Paletton: Build a color palette
• Adobe Color CC
• Palettab: Discover new fonts and colors with every tab
• Web Gradients
• UI Gradients

CSS - COOL STUFF

• Tobias Bjerrome Ahlin CSS design blog
• CSS-Tricks.com
• How To Make a Slide Out Navigation with HTML/CSS (No JavaScript)
• Smashing Magazine

CSS - EMMET

• Docs.Emmet.io | Cheatsheet
• Emmet For Faster HTML & CSS Workflow - Traversy Media

CSS - FLEXBOX

• Flexbox Crash Course 2022 - Traversy Media
• What the Flexbox?!: 20-video course that will help you master CSS Flexbox - Wes Bos
• CSS Flexbox Course - freeCodeCamp.org
• CSS Flexbox Tutorial for Beginners | Basics & Container - Academind: 1 of 2 & 2 of 2
• Responsive HTML/CSS Website From Scratch with Flexbox Grid - Drew Ryan
• Build A Responsive HTML & CSS Template With FlexboxGrid - Traversy Media
• Flexbox Froggy
• Flexbox Cheatsheet - Joni Bologna
• A Complete Guide to Flexbox - Chris Coyier
• Solved By Flexbox - Philip Walton
• W3C spec

CSS - GRID

• CSS Grid Crash Course 2022 - Traversy Media
• CSS Grid: From fundamentals to real world in about four hours - Wes Bos
• Grid By Example - Rachel Andrew
• Experimental Layout Lab of Jen Simmons
• CSS Grid Garden
• A Complete Guide to Grid - Chris Coyier

CSS - PHOTOS

• Unsplash: Beautiful, free photos. Gifted by the world’s most generous community of photographers

CSS - RESPONSIVE DESIGN

• Using Media Queries For Responsive Design In 2018 - Rachel Andrew
• HTML slides without frameworks, just CSS - Chen Hui Jing
• Laziness in the Time of Responsive Design - Ethan Marcotte (Constant Contact 2014)
• The New Rules of The Responsive Web

CSS - SELECTORS

CSS Selectors Cheatsheet - Nana Jeon

CSS - TAILWIND CSS

• Tailwind CSS - Adam Wathan: Docs | Screencasts | Installation | Website
• Tailwind CSS tutorial videos by its creator, Adam Wathan
• Tailwind CSS - Shruti Balasa (Thirus)
• Learn Tailwind CSS for Free - Victor Gonzalez
• Tailwind CSS cheatsheets: NerdCave.com | TailwindComponents.com
• Tailwind UI Components: Website (Partially non-free $) | TailwindComponents.com
• Adding Tailwind CSS to Phoenix 1.4 and 1.5 - Mike Clark
• Tailwind CSS Tutorial - The Net Ninja
• Tailwind CSS Awesomd - Roman Heinrich & Alex Unger
• Tailwind CSS Crash Course - Traversy Media
• Tailwind CSS Tutorial for Beginners - Full Course (2:32) - Victor Gonzalez

CSS - TEXTURES

• Blender.org - Textures
• FreeStockTextures.com
• Pexels.com

CSS - UX/UI

• The 2019 UI Design Crash Course for Beginners - Gary Simon
• UI/UX Design Ayana Campbell Smith - 1 of 3 | 2 of 3 | 3 of 3

CSS - VIDEOS

CSSConf: Budapest 2019 | EU 2019 | EU 2018 | EU 2017 | More

DATA

• ProgrammableWeb.com
• Data Sources on the Web - Managed R Archive Network
• 23 Resources for Finding Open Data
• 30 Places to Find Open Data on the Web
• AWS Public Data Sets
• DataCataloges.org
• Data Repositories - Jerry Smith
• Datasets for Data Mining and Data Science
• Freebase.com
• Kaggle.com Datasets
• Public datasets - ScaleUnlimited.com
• UCL Data Science Student Challenge 2016
• Where can I find large datasets open to the public?
• Comprehensive List of Free Historical Market Data Sources
• Datahub.io

DATA - ANALYSIS

• Analytics Dispatch
• Analytics Vidhya
• Dataconomy
• Data Driven NYC videos (Nov 2014)
• Data Elixir
• Data Science Weekly
• Foundations of Data Science (book PDF) - Avrim Blum, John Hopcroft, and Ravindran Kannan
• Kaggle.com
• Movielens
• O'Reilly Data Newsletter

DATA ANALYSIS - COURSES

• Coursera Data Science courses
• DataCamp
• DataQuest
• edX Data Science courses
• IBM Data Science Foundations
• KDNuggets Data Mining Course
• Learning From Data (Caltech)
• Open-Source Data Science Masters
• Udacity Data Sciencce courses

DATA ANALYSIS - FLINK

• Apache Flink
• Flink SQL in 2020: Time to show off! - Timo Walther (ApacheCon @Home 2020)
• Data Streaming using Apache Flink and Apache Ignite - Saikat Maitra (ApacheCon @Home 2020)
• Patterns of Streaming Applications - Monal Daxini (QCon 2018)

DATA ANALYSIS - HERON

• Apache Heron - Realtime, distributed, fault-tolerant stream processing engine from Twitter

DATA ANALYSIS - SPARK

• Spark Docs | Quick start | RDD Programming Guide | Spark SQL, Datasets, and DataFrames | Structured Streaming | Spark Streaming | MLlib | GraphX | Scala API | Java API | Python API | R API | Spark SQL, Built-in Functions
• Spark - TutorialsPoint.com
• SF Spark 2017
• Scala Machine Learning Projects: Recommendation Systems - Navdeep Singh
• Processing Fast Data with Apache Spark: The Tale of Two Streaming APIs - Gerard Maas (Reactive Summit Montreal 2018)
• ApacheSpark as a gateway drug to FP: Concepts taught & broken - Holden Karau (Curry On! Amsterdam)
• Holden Karau Spark videos
• Running on Kubernetes
• Spark Summit 2017 - Machine Learning
• Spark Summit 2017 - Data Science
• Spark Summit 2017 - Spark Ecosystem
• Spark Summit 2017 - General
• Spark Summit 2017 - Spark Experience && Use Cases
• Spark Summit 2017 - Developer
• TensorFrames: Deep Learning with TensorFlow on Apache Spark - Tim Hunter
• TensorFlow On Spark: Scalable TensorFlow Learning on Spark Clusters - Andy Feng & Lee Yang

DATA - APIS

• Google Dataset Search
• Best Buy (retail)
• Bloomberg
• DataSift (Twitter firehose)
• Expedia
• Facebook
• Forecast.io (weather)
• Google Public Data
• HealthData.gov
• Hotwire
• Kaggle
• MapQuest (maps)
• New York Times
• OpenStreetMap
• OpenWeatherMap (weather)
• ProPublica
• Public APIs
• Quandl, Github & example iPython notebook
• Reuters
• Salesforce, pyforce, simple-salesforce, salesforce-python-toolkit & example
• Socrata
• Twitter
• Walmart (retail; real-time prices and availability)
• Weather Underground (weather)
• WeatherBug (weather)
• World Bank (socioeconomic data)
• Yahoo! Finance (financial data)
• Zillow (real estate)

DATA - APIS - INTERNATIONAL

• Google public data directory
• IMF
• International Social Survey Programme
• Merchant Fleet of Late Medieval and Tudor England, 1400–1580
• Stanford Large Network Dataset Collection (SNAP)
• United Nations
• World Bank
• World Health Organization

DATA - APIS - NATIONAL (NON-US)

• United Kingdom

DATA - APIS - UNITED STATES

• Bureau of Labor Statistics & Dept of Labor
• Census Bureau
• Census Bureau's Statistical Abstract
• CDC Wonder
• Dartmouth Atlas of Healthcare
• Dept of Education
• Dept of Health & Human Services
• EDGAR (SEC)
• Energy Information Administration
• EPA
• Explore.data.gov
• FCC (Federal Communications Commission)
• FedStats
• FRED (Federal Reserve Economic Data)
• Healthcare.gov
• ICPSR
• Medicare.gov
• NationalMap.gov
• NIH (National Institutes of Health) Data Sharing Repositories
• National Library of Medicine
• NOAA National Climatic Data Center
• Quality of Government data
• Sunlight Labs
• USA.gov
• USGS

DATA - APIS - UNITED STATES - CITIES/STATES

• Solutions Search (Harvard Kennedy School of Government)
• Austin, TX
• Boston, MA
• Chicago, IL
• New York City, NY
• New York State
• San Francisco, CA
• Seattle, WA

DATA - BIG DATA

• J on the Beach conference videos

DATA - NATURAL LANGUAGE PROCESSING (NLP)

• Common Crawl
• Datasets for Natural Language Processing - Jason Brownlee
• List of datasets for machine learning research - Wikipedia
• MC-AFP: machine comprehension dataset based on public available Gigaword dataset (AFP portion)
• Wikipedia 2014 data (DBpedia)
• DBpedia
• Wikipedia dataset

DATA - PODCASTS

• Data Engineering Podcast - Tobias Macey
• DataFramed - Hugo Bowne-Anderson (DataCamp)
• Data Podcast
• In Context - Integrate.AI
• NoSQL Database Podcast - Matthew Groves
• O'Reilly Data Show Podcast

DATA - SCRAPING

• Top 50 open source web crawlers for data mining

DATA - VISUALIZATION

• DataViz.tools - curated guide to the best tools, resources and technologies for data visualization
• VizWiz: Data visualization done right (blog)
• OpenVis Conference videos (Boston 2016)

DATABASES

DATABASES - ANALYSIS TOOLS

• DbDesigner
• SQL Developer
• SQL Power Architect

DATABASES - BARRELDB

• BarrelDB ("modern document-oriented database in Erlang focusing on data locality (put/match the data next to you) and P2P"): barrel-db.org | Github

DATABASES - CASSANDRA

• Apache Cassandra: Docs | Website | Github | Download
• Apache Cassandra 3.0 - DataStax
• Awesome Cassandra
• DataStax Developers videos | DataStax Academy | DataStax Katacoda exercises
• FULL 8 part Apache Cassandra™ Course - DataStax
• Introduction to Apache Cassandra™ Workshop! - DataStax
• Learn Cassandra - Tutorialspoint
• Why Discord Moved from MongoDB to Apache Cassandra, Let us Discuss - Hussein Nasser & How Discord Stores Billions of Messages - Stanislav Vishnevskiy
• Rebecca Mills: 1: Essentials | 2: Bootstrapping | 3: Data Modeling

DATABASES - CASSANDRA - 4.0

• Introduction to Apache Cassandra™ + What’s New in 4.0 - Patrick McFadin (DataStax Presents)
• Apache Cassandra 4.0 Features Increased Speed And Scalability - TFiR
• Cassandra Meetup! Cassandra 4.0 with Patrick McFadin - DataStax Developers
• Cassandra 4.0: Better, Faster, Stronger | Ep. 11 | Accelerate: A NoSQL Original Series (DataStax)
• Building Apache Cassandra 4.0 Behind the Scenes - Dinesh A. Joshi (ApacheCon @Home 2020) (interesting talk on the challenges of testing Cassandra)

DATABASES - CASSANDRA - DATA MODELING

• DS220 Data Modeling with Apache Cassandra (DataStax Academy)
• How to Create a Cassandra Data Model - Patrick McFadin and Jeff Carpenter (DataStax)

DATABASES - CASSANDRA - VIDEOS

• Apache Cassandra Tutorial - JumpstartCS
• Apache Cassandra Developer Workshop - David Gilardi
• 5 Steps to an Awesome Apache Cassandra™ Data Model - Patrick McFadin
• Cassandra Upgrade in production : Strategies and Best Practices - Laxmikant Upadhyay (ApacheCon @Home 2020)

DATABASES - COCKROACHDB

• CockroachDB: cloud-native SQL database for building global, scalable cloud services that survive disasters
• Helm Chart
• Data consistency, gorm and CockroachDB - Erik Lupander

DATABASES - COUCHDB

• Official docs: PDF | Downloads | API docs | Wiki | Blog | Fauxton Visual Guide
• CouchDB: The Definitive Guide - J. Chris Anderson, Jan Lehnardt and Noah Slater
• CouchDB Tutorial - TutorialsPoint
• Why CouchDB? - Adam Kocoloski
• 10 Common Misconceptions about CouchDB - Joan Touzet
• Getting Familiar with CouchDB and Futon - Joshua Morony
• Know NoSQL - A Deep Dive Into CouchDB - Raj Bharath
• Running a CouchDB 2.0 Cluster in Production on AWS with Docker - Geoff Cox
• rxjs-couchdb
• Couch DB Tutorial for Beginners - Krithika Kannan
• CouchDB replication - Kalilou Diaby
• Restricting Document Updates in CouchDB - Joshua Morony

DATABASES - COUCHDB - DEPLOYMENT

• Deploying a CouchDB Cluster on Kubernetes - Kailash Chander
• Semi-official Apache CouchDB Docker images | Docker Hub
• How Do I Configure SSL (HTTPS) in CouchDB?
• couchdb-ssl - Clemens Stolle
• CouchDB authentication recipes - Daniel West
• Fast CouchDB setup in AWS - Ten Bitcomb

DATABASES - COUCHDB - REPLICATION & CHANGE NOTIFICATION

• Spiegel: Scalable replication and change listening for CouchDB - Geoff Cox

DATABASES - DATOMIC

• Datomic.com
• Datomic: Event Sourcing without the hassle - Valentin Waeselynck

DATABASES - DESIGN

• Intro to Database Systems - Andy Pavlo (Carnegie Mellon - Fall 2019)
• Advanced Database Systems - Andy Pavlo (Carnegie Mellon - Spring 2020)

DATABASES - ELASTICSEARCH

• Elasticsearch documentation:
  • Reference: Current | Previous versions
    • Elasticsearch intro
    • Getting started
    • Set up
    • Upgrading
    • Searching data
    • Query DSL
    • Search aggregations
    • Scripting
    • Mapping
    • Text analysis
    • Index modules
    • Index lifecycle management
    • REST APIs
    • Set up cluster for high availability
    • Snapshot & restore
    • Secure a cluster
    • Command line tools
    • How To
  • Videos & Elastic{ON} videos
• Exploring Elasticsearch (online tutorial/book) - Andrew Cholakian
• Elasticsearch: The Definitive Guide: Online | Github repo & instructions for generating a PDF
• Elasticsearch Tutorial - TutorialsPoint.com
• Your Data, Your Search, Elasticsearch - Costin Leau (SpringOne2GX 2013)
• Elasticsearch: The Definitive Guide
• Make sense of your (big) data using Elasticsearch - Honza Král (PyData Berlin 2014)
• Explore Your Data With Elasticsearch - Honza Král (SF Python talk)
• Getting Down and Dirty with ElasticSearch - Clinton Gormley (NoSQL Matters Barcelona 2013)
• Elasticsearch from the bottom up - Alex Brasetvik (EuroPython 2014) & article
• Elasticsearch from the top down: Tracing a request down to the bits - Alex Brasetvik
• How To Interact with Data in ElasticSearch Using CRUD Operations - Justin Ellingwood

DATABASES - ELASTICSEARCH - BLOGS

• Elastic.co blog
• Foundation (Found.no)

DATABASES - ELASTICSEARCH - ELASTICAT

• elasticat (Ruby script for prettifying JSON returned from Elasticsearch)

DATABASES - ELASTICSEARCH - HELP

• Elasticsearch Freenode IRC
• Elasticsearch Google Forum

DATABASES - ELASTICSEARCH - INFORMATION RETRIEVAL

• Intro to Information Retrieval - Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, 2008

DATABASES - ELASTICSEARCH - LUCENE

• Lucene Core & docs

DATABASES - ELASTICSEARCH - MAPPING

• Intro to Elasticsearch Mapping - Njal Karevoll
• All about analyzers, Part One - Andrew Cholakian & Part Two
• A data exploration workflow for mappings - Njal Karevoll
• Nested type
• ElasticSearch – nested mappings and filters - Joel Abrahamsson
• Elasticsearch: Advanced search and nested objects - Gregquat

DATABASES - ELASTICSEARCH - PERFORMANCE & CONFIGURATION

• Six ways to crash Elasticsearch - Konrad G. Beiske
• Elasticsearch in Production - Alex Brasetvik (Berlin Buzzwords 2013)
• Optimizing Elasticsearch searches - Alex Brasetvik
• Troubleshooting Elasticsearch searches, for beginners - Alex Brasetvik

DATABASES - ELASTICSEARCH - PYTHON

• Elasticsearch-py (low level)
• Elasticsearch-dsl-py (higher level)
• Elasticsearch DSL - Honza Král

DATABASES - ELASTICSEARCH - QUERYING & FILTERING

• Combining filters

DATABASES - FILODB

• FiloDB - Prometheus-compatible distributed time series database: Github
• FiloDB: Reactive, Real-time, In-memory Time Series at Massive Scale - Evan Chan (Reactive Summit Montreal 2018)
• FiloDB: Combining Spark Streaming and Fast Ad-Hoc Analytics - Evan Chan

DATABASES - FOUNDATIONDB

• FoundationDB

DATABASES - GRAPH DATABASES

• Awesome-graph: resources for graph databases and graph computing tools - Jean-Baptiste Musso
• Keith Damiani - Connecting the Dots (Laracon US 2019)
• A Skeptic's Guide to Graph Databases - David Bechberger (NDC { Oslo } 2019)
• Graph Databases Will Change Your Freakin' Life - Ed Finkler
• From Relational to Graph: A Developer's Guide - Michael Hunger

DATABASES - GRAPH DATABASES - GRAPHML

• GraphML
• GraphSON: Tips for working with GraphSON and TinkerPop systems - Noah Burrell | GraphSON Reader and Writer Library

DATABASES - GRAPH DATABASES - GEPHI

• Gephi - The Open Graph Viz Platform
• Supported Graph Formats - Gephi
• First contact with Gephi 0.9.2 - Mathieu Jacomy

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP

• Apache Tinkerpop: Website | Tutorials | Reference Doc | Getting Started | Gremlin Console | Gremlin's Anatomy | Gremlin Recipes | Language Variants
• SQL2Gremlin: transition from SQL to Gremlin - Daniel Kuppitz
• Practical Gremlin: An Apache TinkerPop Tutorial (book) - Kelvin R. Lawrence: HTML | PDF | Github
• The Gremlin Console
• The Gremlin Compendium, minimum survival kit for any Gremlin user - Doan DuyHai
• TinkerPop 2020 - Josh Shinavier (Global Graph Summit 2020)
• A Graph is a Graph is a Graph - Josh Shinavier (Global Graph Summit 2019)
• Gremlin-users Google Groups
• Gremlify.com

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - GRAPHEXP

• graphexp: Interactive visualization of the Gremlin graph database with D3.js - Benjamin Ricaud | Armand Leopold version
• Forked graphexp using Bootstrap - Armand Leopold

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - HADOOP

• Hadoop-Gremlin

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - PYTHON

• GremlinPython: TinkerPop reference doc | PyPi | JanusGraph docs
• JUGRI: The JUpyter-GRemlin Interface: Github | article

DATABASES - GRAPH DATABASES - GREMLIN/TINKERPOP - SPARKGRAPH

• SparkGraphComputer
• Gremlin OLAP Traversals - DataStax Academy
• A Tale of Two Graph Frameworks on Spark: GraphFrames and Tinkerpop OLAP - Artem Aliev

DATABASES - GRAPH DATABASES - NETWORK ANALYSIS TOOLS

• Networkx: Network analysis in Python | Documentation (PDF)
• NetworKit: Large-Scale Network Analysis — Interactive and Fast: Website | Github

DATABASES - GRAPH DATABASES - OWLREADY

• Owlready2 Documentation (PDF)
• Event extraction based on open information extraction and ontology - Sihem Sahnoun (PDF)

DATABASES - GRAPH DATABASES - RDF

• Resource Description Framework (RDF) (Wikipedia) & query language
• RDFLib: Github | Docs
• Marcel Otto: RDF-ex & SPARQL-ex
• Bringing the Semantic Web closer to reality: PostgreSQL as RDF Graph Database - Jimmy Angelakos
• XML to JSON to RDF : Another iteration in data format evolution - Claude Warren (ApacheCon @Home 2020)
• Information Service Engineering - Dr. Harald Sack & Dr. Maria Koutraki

DATABASES - GRAPH DATABASES - RDF - JENA

• Apache Jena GeoSPARQL - Marco Neumann (ApacheCon @Home 2020)
• Buddhist Digital Archives (BUDA), RDF and jena-text - Chris Tomlinson & Élie Roux

DATABASES - GRAPH DATABASES - RDF - SEMANTIC WEB

• European Semantic Web Conference (ESWC) Conference: 2020 & talks
• Scientific Knowledge Graphs 2020
• Building an Enterprise Knowledge Graph at Uber: Lessons from Reality - Joshua Shinavier PhD (Columbia SPS 2019 Knowledge Graph Conference)
• Wikidata, Knowledge Graphs, and Beyond - Denny Vrandecic (Columbia SPS 2019 Knowledge Graph Conference)
• The Semantic Web (2020)
• The Semantic Web (2019)
• The Semantic Web (2018)
• GConsent - A Consent Ontology based on the GDPR - Harshvardhan J Pandit, et al.

DATABASES - GRAPH DATABASES - RDF - SPARQL

• Querying RDF with Elixir: Using SPARQL.ex to query over RDF datastores - Tony Hammond
• Querying Wikidata with SPARQL for Absolute Beginners - Wikimedia Foundation
• SPARQL - Wikibooks.org
• SPARQL Tutorial - Apache Jena
• Learn SPARQL - Stardog.com
• SPARQL/Prefixes
• SPARQL Order Matters - Bob Bebee

DATABASES - GRAPH DATABASES - RDF - VOCABULARIES

• Linked Open Vocabularies
• Common Platform Enumeration (CPE)
• Creative Commons Rights Expression Language (cc)
• DBpedia Ontology
• Dublin Core Elements (dce)
• Dublin Core Terms
• Friend of a Friend (FOAF)
• Geospacial Positioning
• PROVenance Ontology (prov)
• Schema.org
• SemWeb Vocab Status ontology (vs)
• Simple Knowledge Organization System (skos)
• Time Ontology in OWL
• VANN: A vocabulary for annotating vocabulary descriptions (vann)
• vCard

DATABASES - GRAPH DATABASES - VIDEOS

• Global Graph Summit 2020

DATABASES - GRAPHQL

• Intro to GraphQL - GraphQL.org
• GraphQL: Data query language and runtime | GitHub
• Getting started (documentation)
• Goodbye REST… GraphQL Is Better! (SFNode 2017)
• GraphQL-Ruby
• Learn GraphQL
• The GitHub GraphQL API - GitHub
• GraphiQL: Graphical interactive in-browser GraphQL IDE
• Intro to GraphQL - Lee Byron (0REDEV 2015)
• Exploring GraphQL - Nick Schrock (Dev Tools @ Scale)
• GraphQL: Designing a Data Language - Lee Byron (StrangeLoop 2016)

DATABASES - GRAPHQL - IMPLEMENTATIONS

• graphql-elixir: Elixir implementation & website
• graphql-js
• Python implementation
• Ruby implementation
• Sangria: Scala implementation
• Graph for Scala

DATABASES - GREENPLUM DB

• Greenplum DB: Open-source data warehouse

DATABASES - HOW THEY WORK

• How does a relational database work - Christophe Kalenzaga
• Transactions: myths, surprises and opportunities" - Martin Kleppmann (StrangeLoop 2015)

DATABASES - IN-MEMORY DATA GRIDS (IMDGS)

• What the Heck is an In Memory Data Grid - Addison Huddy (DataEngConf SF '18)

DATABASES - IN-MEMORY DATA GRIDS (IMDGS) - APACHE GEODE

• Apache Geode: database-like consistency model, reliable transaction processing and a shared-nothing architecture to maintain very low latency performance with high concurrency processing | Github | Twitter
• Apache Geode: Beginner's Guide to an In-Memory Data Grid (IMDG) - Nick Vallely
• Where Does Apache Geode Fit in CQRS Architectures? - Eitan Suez (SpringOne Platform 2016)

DATABASES - IN-MEMORY DATA GRIDS (IMDGS) - APACHE IGNITE

• Apache Ignite | Features

DATABASES - JANUSGRAPH

• JanusGraph: Website | Github | Documentation | Getting Started
• Intro to JanusGraph Database - Jason Plurad, IBM (KubeCon + CloudNativeCon China 2019)
• Getting Started with JanusGraph – Chris Hupman: Part 1: Deployment & Part 2: Indexes & Traversals | Part 3: Administrative Operations
• JanusGraph tips and tricks: Index troubleshooting & data mobility – Chris Hupman: Part 1 & Part 2
• JanusGraph Helm chart
• JanusGraph Schema and Data Modeling - Sports Cyborgs
• Ted Wilmes on the state of JanusGraph 2018 (Data Day Texas 2018)
• JanusGraph Online Meetup 2
• Query Analysis on a Distributed Graph Database - Lucie Svitakova
• Develop a graph database app using JanusGraph - Yi-Hong Wang, Ted Chang, Simeon Monov & janusgraph-utils (sample data and code for running a Twitter-like application in JanusGraph)

DATABASES - KINTO

• Kinto with Alexis Metaireau and Mathieu Leplatre (Podcast.init)

DATABASES - MYSQL

• Showdown: MySQL 8 vs PostgreSQL 10 - Kenn Ejima

DATABASES - NEO4J

• Website | Documentation | Github
• Neo4j Graph Database - TutorialsPoint.com

DATABASES - NEO4J - ELIXIR/ERLANG

• Using Neo4j from Erlang and Elixir
• bolt_sips - Florin Patrascu
• neo4j_sips - Florin Patrascu

DATABASES - POUCHDB

• PouchDB: PouchDB.com | API docs | Getting Started Guide | Guides | Github
• PouchDB: The Swiss Army Knife of Databases - Glynn Bird
• Offline first applications, syncing with PouchDB & CouchDB - François Gengler (Devoxx Belgium 2017)
• Running PouchDB in a Web Worker - Glynn Bird
• Intro to PouchDB
• PouchDB Tutorial - TutorialsPoint.com
• Beginner's Guide to PouchDB - Swathi Prasad
• pouchdb-authentication
• pouchdb-find
• Getting started with PouchDB and CouchDB - Nolan Lawson
• How to build offline web applications with CouchDB and PouchDB - Gabriel Poça
• Offline-First Apps with PouchDB - Bradley Holt: 2016 | 2015
• PouchDB Tutorial - Kaushik Paul
• Getting Started with PouchDB Client-Side JavaScript Database - Jatin Shridhar
• Offline-First Apps with PouchDB and CouchDB - Lorna Mitchell (FEN 2018) & CouchDB, PouchDB and Offline-Tolerant Apps - Lorna Mitchell (DPC2017)
• CouchDB, PouchDB and Hoodie as a Stack for Progressive Web Apps - Geoff Cox

DATABASES - POUCHDB - GRAPHQL

• graphql-pouch - Mike Bild

DATABASES - SQL

• Learn SQL: 50+ of the Best Online Educational Resources to Learn SQL and Relational Database Management - HackerLists.com
• SQLBolt.com
• SQL Cheat Sheet - Luke Harrison
• SQLTeaching.com
• SQL Tutorial - 1KeyData.com
• PostgreSQL documentation: The SQL Language
• TutorialsPoint.com
• Use The Index, Luke! - Guide to Database Performance for Developers - Markus Winand
• Advanced SQL and database books and resources - Neil Sainsbury

DATABASES - SQLITE

• SQLite3 Tutorial - Derek Banas: Part 1 | Part 2: Creating Databases, Tables, etc., etc.
• Advanced SQLite - WAL, BLOB, In-Memory DB, Triggers, Pragma statement... - Paul Lefebvre (2016)

DATABASES - SQLITE - ARCHITECTURE/DESIGN

• SQLite crash course: SQLite Tutorial for Beginners - D. Richard Hipp

DATABASES - SQLITE - DB BROWSER

• DB Browser for SQLite | Install/Download | Wiki
• Create and Read SQLite Databases using DB Browser: How to Use DB Browser 2021 - BoostMyTool
• Intro to DB Browser to SQLite - Gavin Off
• DB Browser for SQLite - MainlyWebStuff

DATABASES - SQLITE - LITEFS

• Introducing LiteFS - Ben Johnson & Thomas Ptacek

DATABASES - SQLITE - LITESTREAM

• Litestream.io | Github
• Litestream: Making Single-Node Deployments Cool Again (Ben Johnson)

DATABASES - STREAMING REPLICATION

• Open-Sourcing Yelp's Data Pipeline - Yelp | MySQL Streamer | Schematizer | Data pipeline client | Data pipeline Avro util | Kafka library
• Debezium: Change data capture for a variety of databases & Debezium.io
• BottledWater: Change data capture from PostgreSQL into Kafka (Confluent.com)
• Lapidus: Stream your PostgreSQL, MySQL or MongoDB databases anywhere, fast
• Databus: Source-agnostic distributed change data capture system (LinkedIn)
• Cainophile: Stream every change made to your PostgreSQL database, with no plugins, Java, or Zookeeper required - Preston Marshall
• The Whys and Hows of Database Streaming - Joy Gao (QCon 2019)

DATABASES - TIDB

• TiDB: Distributed, scalable Hybrid Transactional and Analytical Processing (HTAP) SQL database - PingCAP

DATABASES - TIME SERIES DATABASES

• Time Series Database Lectures (Fall 2017) - Carnegie Mellon University Database Group

DATABASES - TIMESCALEDB

• Time Series Database Lectures #6 - Mike Freedman (TimescaleDB) @ Carnegie Mellon Database Group
• TimescaleDB: Fast And Scalable Timeseries - Ajay Kulkarni and Mike Freedman

DATABASES - VIDEOS

• CMU Database Group

DESIGN

• Philip VanDusen
  • 10 Ways to Learn Graphic Design for FREE - How To Learn Design Without Spending a Dime
• The Futur
  • Curriculum for Self Taught Designers - What You Need to Learn
  • How You Can Learn Design Without School
• Flux: Become the Designer You Were Meant To Be
• Satori Graphics

DESIGN - GRAPHIC DESIGN

• 6 Golden Rules Of Layout Design You MUST OBEY - Satori Graphics
• Graphic Design - GCFLearnFree.org

DESIGN - LOGOS

• Visual Identities: More Than Just A Logo | Sagi Haviv (TEDxPenn)
• What Makes A Logo Great & Iconic? w/ Sagi Haviv - The Futur

DESIGN - PODCASTS

• 99% Invisible - Roman Mars
• Jake & Jonathan
• Let's Make Mistakes - Mike Monteiro & Jessie Char

DESIGN - WEB DESIGN

• Dribbble: Show & tell for designers
• SpeckyBoy
• 25 Beautiful & Clean Web Design Examples
• Web Fundamentals: Best practices for great multi-device web experiences (Google)
• Web Fundamentals: Optimizing Performance (Google)

DESIGN - WEB DESIGN - BRACKETS CODE EDITOR

• Brackets code editor: Brackets.io & Github

DESIGN - WEB DESIGN - RESPONSIVE DESIGN & PROGRESSIVE ENHANCEMENT

• Adaptive Web Design - Aaron Gustafson
• Future-Friendly Resources
• Responsive Web Design, Mobile First and Progressive enhancement in action - Leonado Lenase (ScotlandJS 2012)
• Browser Versions Are Dead
• Luke Wroblewski blogs & presentations

DESIGN - WEB DESIGN - USER INTERFACE (UI)

• Dribble
• Learn UI Design Blog - Erik D. Kennedy
• Flat UI Colors

DESIGN - WEB DESIGN - USER EXPERIENCE (UX)

• User experience mapping for dummies - Alice Emma Walker
• UX Mapping Methods Compared: A Cheat Sheet - Sarah Gibbons
• User flow is the new wireframe - Alexander Handley
• 7 Free and Open Source Wireframe Tools to Optimize User Experience - Kelsie Anderson

DISTRIBUTED PROGRAMMING

• Distributed Systems lecture series - Martin Kleppmann
• Why Are Distributed Systems so Hard? - Denise Yu (GOTO Chicago 2020) | (InfoQ)
• Distributed Systems in One Lesson - Tim Berglund (Devoxx Poland) | (Devoxx Poland 2017)
• What happened to distributed programming languages? - Heather Miller (Papers We Love Conference 2017)
• Distributed Systems and the End of the API - Chas Emerick & talk slides
• Distributed Systems and the End of the API - Chas Emerick & talk slides
• Readings in distributed systems - Christopher Meiklejohn
• Four Distributed Systems Architectural Patterns - Tim Berglund (Devoxx Poland 2017)
• Distributed Systems Safety Research - Jepsen.io | Consistency Models
• The Path Towards Simplifying Consistency in Distributed Systems - Caitie McCaffrey (DeconstructConf 2017)

DOCUMENTATION

• DevDocs.io - "combines multiple API documentations in a fast, organized, and searchable interface"
• ZealDocs - open-soure offline documentation browser
• Non-Official Zeal User Contributions Repository - Santiago Montoya A. (in Zeal -> Tools -> Docsets, click "Add Feed," then paste in the link to the .xml file in this repo that you're interested in)

DOCUMENTATION - DRAW.IO

• Draw.io: About | Draw (online) | Draw (offline)
• Creating different types of flowcharts with draw.io - Draw.io

DOWNTIME

• Ruby-Toolbox - Maintenance Mode
• Zero Downtime Deploys Made Easy - Matt Duncan (RubyConf 2012)
• Zero downtime deploys for Rails apps - Pedro Belo (RailsConf 2012) using Heroku, Unicorn and HAProxy

EDTECH

EDTECH - NEWS

• Education News - New York Business Journal

EDTECH - PODCASTS

• Check This Out
• EdChat Radio
• EdSurge Podcast
• EdTech Bites
• EdTechNOW
• EDTech Podcast - Bill O’Donnel
• The Edtech Podcast - Sophie Bailey
• EdTech Rewind
• EdTech Situation Room
• EdTech Take Out
• EdTech Times
• EduAllStars
• Edupreneur Podcast
• EDUtalk
• Elite Edupreneurs
• Explore Like a Pirate
• Google Teacher Tribe
• House of EdTech - Christopher J. Nesi
• re:Learning (Chronicle.com)
• Speed of Creativity
• Stanford Innovation Lab (defunct)
• TeacherCast
• Techlandia
• Tech. Learn. Coffee.
• TED Talks Education
• TOSAs Talking Tech
• Wired Educator

ELECTRONICS

• The Engineering Mindset (Youtube channel)

ELIXIR

• Moved to Elixir.markdown (because Github was truncating this page)

ELM

• Moved to Elm.markdown (because Github was truncating this page)

EMACS

• Emacs Reference Card
• Emacs Manual: PDF | HTML - 1 page | HTML - page-per-node | compressed Postscript

EMACS - EMACS LISP

• Emacs Lisp Guide - Chris Done
• Intro to Programming in Emacs Lisp - Robert J. Chassell

EMACS - MAGIT

• Magit User Manual: PDF
• Magit-Popup User Manual - Jonas Bernoulli: main page | PDF
• Visual Walk-through with screenshots
• Screencasts
• Magit: Git in Emacs - Jason Milkins (Grumpy Gits SG)
• Youtube screencasts
• Wiki
• Forum
• Cheatsheet
• Magit Reference Card

EMERGING TECHNOLOGIES

• ThoughtWorks Technology Radar

ERLANG

• Moved to Elixir.markdown#erlang (because Github was truncating this page)

EVENT SOURCING, CQRS, DDD, & MICROSERVICES

• Moved to EventSourcing.markdown (because Github was truncating this page)

EXERCISE

• 50 Bodyweight Exercises You Can Do Anywhere - Laura Schwecherl
• 10-minute home toning workout - NHS.uk
• Slide show: Exercises to improve your core strength - Mayo Clinic
• Top 25 At-Home Exercises - AceFitness.org

FINANCE

• Intro to Computational Finance and Financial Econometrics - Eric Zivot (University of Washington)
• Topics in Mathematics With Applications in Finance (MIT)

FONTS & TYPOGRAPHY

• Awesome Font and Typography Resources for Web Designers - Steven Snell

FONTS & TYPOGRAPHY - FONT AWESOME

• Font Awesome: Homepage | (Free) icon search | Free icon cheatsheet | Using SCSS | (Non-free) icon search

FUNCTIONAL PROGRAMMING

• Science of Functional Programming - Sergei Winitzki
• Practical Functional Programming - Jeremy Fairbank (Lambda Squared 2018) | Slides (from 2019 version of same talk)
• FP to the Max - John De Goes (Fun(c) 2018.7)
• Introduction to FP Using Haskell - Tony Morris (λC 2018): Part 1 | Part 2
• Plain Functional Programming - Martin Odersky (Devoxx Belgium 2017)
• Functional Programming for Pragmatists - Richard Feldman (GOTO 2021)
• Outperforming Imperative with Pure Functional Languages - Richard Feldman (StrangeLoop 2021)
• Why Isn't Functional Programming the Norm? – Richard Feldman (Clojutre 2019)
• (Un)learning Elixir - Randall Thomas (CodeBEAM SF 2020)
• An introduction to functional programming - Mary Rose Cook
• What Is Functional Programming? - Kris Jenkins
• Functional Programming Patterns for Mere Mortals - Daniel Chambers (NDC {Sydney} 2017)
• Functional Programming in 40 Minutes - Russ Olsen (GOTO 2018)
• How to get away with functional programming in frontend applications - Gabriele Petronella (Lambda.World 2018)
• A developer's guide to introducing a functional language at work - Robert Kluin (OScon Portland 2018)
• How to Get Started With Functional Programming - Julia Gao (StrangeLoop 2016)
• What does it mean when code is “easy to reason about”? - Preethi Kasireddy
• Why Programmers Need Limits - Charles Scalfani
• So You Want to be a Functional Programmer - Charles Scalfani: Part 1 | Part 2 | Part 3 | Part 4 | Part 5 | Part 6
• Awesome Functional Programming [Links]- Denis Stoyanov
• Functional Programming and Functional Thinking - Tony Morris
• Point-Free or Die - Tacit Programming in Haskell and Beyond - Amar Shah
• Refactoring to Immutability - Kevlin Henney (NDC {London} 2018)
• Designing with Capabilities - Scott Wlaschin
• Thirteen ways of looking at a Turtle - Scott Wlaschin (NDC {London} 2017)
• Selfish Purity: How Functional Programming Makes Every-Day Jobs Easier - Daniel Spiewak (Jfokus 2015)
• What is functional programming? - Kris Jenkins
• Why Bother With FP? - Tomek Borek (Lambda Days 2015)
• Currying vs Partial Application - Dave Atchley
• An Invitation to Functional Programming - Rúnar Bjarnason (Lambda Days 2015)
• Functional Programming from First Principles - Erik Meijer (goto; conference)
• Why I Like Functional Programming - Adelbert Chang (LambdaConf 2015)
• Modeling your domain - Norbert Wojtowicz (Lambda Days 2016)
• Functional Design Patterns - Scott Wlaschin
• Functional programming design patterns - Scott Wlaschin (New Developers Conference London 2014
• F# for Fun and Profit: "I hope to open your mind to the joys of functional programming" - Scott Wlaschin
• Changing the Unchangeable: The Hows and Whys of Immutable Data Structures - Brad Urani (RubyConf 2015)
• Carefully Composing Logic: Functional JavaScript - Brad Urani (JS.la 2015)
• Professor Frisby's Mostly Adequate Guide to Functional Programming: Webpage | Online | PDF | ePUB | MOBI | Videos
• A purely functional approach to building large applications - Noel Markham (Lambda Days 2015)
• Functional programming patterns for the non-mathematician - Brian Lonsdorf (FluentConf 2014)
• A Million Ways to Fold in JS - Brian Lonsdorf (Forward Summit 2015)
• An Introduction to Functional Programming - Andrew Smith & Noah Sluss (Code School)
• Functional Programming: The Failure of State - Robert C. Martin (NDC 2014)
• Don't fear the monad - Brian Beckman
• Improving your Web App with Functional Object-Oriented Design - Brad Urani
• Things That Matter - Bruce Tate (Lambda Days 2016)
• Lambda Days: 2016 | 2015
• (Updated) Functional Principles for OO Devs (Ordina 2015): Part 1 & Part 2: Property-Based Testing for Better Code
• Functional Principles for OO Development - Jessica Kerr (GOTO Conference 2014) & (Ruby MidWest 2013)
• Functional Programming and Ruby - Pat Shaughnessy (GoRuCo 2013)
• Immutable Ruby - Michael Fairley (MountainWest RubyConf 2013)
• The Database as a Value - Rich Hickey: GOTO Chicago talk | Out of the Tar Pit - Ben Moseley & Peter Marks | QConn NY talk
• Why Functional Programming Matters - John Hughes: Video (Erlang Factory 2016) | PDF | Postscript | Chinese
• Functional Programming and Ruby - Pat Shaughnessy (BostonRB.org)
• Y Not? - Adventures in Functional Programming - Jim Weirich (ScotlandJS 2012) RubyConf 2012
• Functional Thinking - Neal Ford & OSCON 2013
• Simple and Elegant Rails Code with Functional Style - Attila Domokos (RailsConf 2013)
• Brian Lonsdorf: Functors | F-Algebras, Pt 1 | F-Algebras, Pt 2 | F-Algebras, Pt 3
• Truth About Types - Bartosz Milewski (Lambda Days 2016)
• Propositions as Types - Philip Wadler (Lambda Days 2016)
• C9 functional programming lectures - Dr. Ralf Lämmel
• Functional Programming From First Principles - Erik Meijer (GOTO Chicago 2012)

FUNCTIONAL PROGRAMMING - BLOGS

• 7 Sharp 9 (Dave Thomas)
• Brent -> [String]
• FunctionalWorks
• Lambda the Ultimate
• okmij.org

FUNCTIONAL PROGRAMMING - BOOKS

• Type Theory and Functional Programming - Simon Thompson | PDF
• Types and Programming Languages - Benjamin C. Pierce
• The Implementation of Functional Programming Languages - Simon Peyton Jones (1987)
• Implementing Lazy Functional Languages on Stock Hardware: The Spineless Tagless G-machine - Simon Peyton Jones (1992)
• Practical Foundations of Mathematics - Paul Taylor

FUNCTIONAL PROGRAMMING - CONFERENCE VIDEOS

• GOTO Conferences
• YOW! Lambda Jam: 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013
• LambdaDays: 2022 | 2021 | 2020 | 2019 | 2018
• LambdaConf (λC): 2019 | 2018 | 2017 | 2017 Winter Retreat | 2016 | 2015
• Lambda World: Cádiz 2019 | Cádiz 2018 | Seattle 2018 | 2017 | 2016 | 2015
• Curry On!
• YOW! Functional Programming
• Scale by the Bay 2017
• MoonConf 2016
• All the FP Talks at NDC Oslo 2016
• Curry On 2016
• Lambda Days (Erlang Solutions): 2017 | 2016 | 2015
• Compose Conference 2015
• Functional Works

FUNCTIONAL PROGRAMMING - DATA PIPELINES

• Basic Design in Functional Programming Languages - Tomasz Kowal (ElixirLive 2016)
• Data pipelines from zero to solid - Lars Albertsson (Jfokus 2016)
• Scalable real-time processing techniques - Lars Albertsson (SICS)
• Data pipelines - Lars Albertsson (NightHacking)

FUNCTIONAL PROGRAMMING - EXAMPLES

• Dissecting the Rabbit: RabbitMQ Internal Architecture - Alvaro Videla (Lambda Days 2015)

FUNCTIONAL PROGRAMMING - FUNCTIONAL REACTIVE PROGRAMMING (FRP)

• Reactive Summit: 2017 videos | 2016 videos
• Functional && Reactive - Preethi Kasireddy aka @iam_preethi (ReactEurope 2017)
• Functional Reactive Programming - Riccardo Terrell (Lambda Days 2016)
• Controlling Time and Space: Understanding the Many Formulations of FRP - Evan Czaplicki (StrangeLoop 2014)
• Observables Everywhere - Jeremy Foster (2016)
• Incremental computations and the web (OCaml) - Yaron Minsky (Jane Street)

FUNCTIONAL PROGRAMMING - HISTORY

• Keynote: Why Functional Programming Matters - John Hughes, Mary Sheeran (Lambda Days 2017)
• Some History of Functional Programming Languages - David Turner (Lambda Days 2017)

FUNCTIONAL PROGRAMMING - LAMBDA CALCULUS & CATEGORY THEORY

• Lambda? You Keep Using that Letter - Kevlin Henney (NDC {London} 2020)
• What is Applied Category Theory? - Tai-Danae Bradley
• Applied Category Theory - Brendan Fong & David I. Spivek (MIT) | Lectures | Invitation to Applied Category Theory (Book as PDF) | (Book on arXiv)
• Monads without talking about Monads - Lucamug
• Category Theory for Programmers - Bartosz Milewski: PDF (free... thank you, Bartosz!) | Online | Physical book | Youtube lectures
• Categories for the Working Hacker - Philip Wadler (Lambda Days 2018)
• Category Theory Overview - Bartosz Milewski (ACM UPM)
• Functors and Natural Transformations - Bartosz Milewski (ACM UPM)
• Crash Course in Category Theory - Bartosz Milewski (ScalaIO France 2017)
• A Pragmatic Introduction to Category Theory - Daniela Sfregola (Lambda.World 2017)
• Category Theory in Life - Eugenia Cheng (Lambda.World 2017
• Practical Lambda Calculus - Jonas Winje, Einar Høst (Lambda Days 2017)
• The Lambda Calculus, General Term Rewriting and Food Nutrition - Brian Beckman and Erik Meijer
• Category Theory: The essence of interface-based design - Erik Meijer (Foo Cafe 2015)
• Category Theory for the Working Hacker - Philip Wadler: InfoQ & Lambda.World 2016
• Cats Infographic - Rob Norris
• Introduction to Lambda Calculus - Henk Barendregt & Erik Barendsen (2000)
• Lecture Notes on the Lambda Calculus - Peter Selinger
• Intro to Lambda Calculus - Cristian Giumale
• Category Theory: The essence of interface-based design - Erik Meijer (goto; conference 2012)
• Fun With the Lambda Calculus - Corey Haines (goto; conference 2015)
• Lambda Calculus - Jim Grandpre (Code Genius)
• Lambda Calculus - Dustin Mulcahey (Hakka Labs)

FUNCTIONAL PROGRAMMING - MAYBE/OPTION, EITHER/RESULT

• Kyle J. Kress: Anatomy of Maybe — Part I: Introduction | Anatomy of Maybe — Part II: Functor

FUNCTIONAL PROGRAMMING - ML

• ML for the Working Programmer, 2nd Ed - Lawrence C. Paulson
• Programming in Standard ML ’97: A Tutorial Introduction - Stephen Gilmore
• Programming in Standard ML - Robert Harper

FUNCTIONAL PROGRAMMING - MONADS

• Functors, Applicatives, And Monads In Pictures - Aditya Y. Bhargava
• A Fistful of Monads (Learn You a Haskell)
• Monads, Haskell, and Elm: A Socratic Dialogue
• Understand Monads with this One Weird Trick - Andy Bartholomew
• All About Monads | PDF version
• The Monad Challenges - Doug Beardsley
• Monads Asking the Right Question - Pawel Szulc (LambdaConf 2015)
• Monadic Design Patterns for the Web - Greg Meredith

FUNCTIONAL PROGRAMMING - ON THE JVM

• ETA (Haskell-like language on the JVM): eta-lang.org | Tour of ETA | Github | Documentation

• Frega

FUNCTIONAL PROGRAMMING - PODCASTS

• FPCasts.com: list of FP podcasts
• Functional Design in Clojure
• FunctionalGeekery.com
• LambdaCast: SoundCloud & iTunes
• Thoughts on Functional Programming - Eric Normand

FUNCTIONAL PROGRAMMING - TYPES

• Types and Tests at The Gilded Rose - Richard Feldman (Elm in the Spring)
• Type theory in practice - Gabriel Habryn (Lambda Days 19)
• Parse, don’t validate - Alexis King
• No, dynamic type systems are not inherently more open - Alexis King
• Why Type Theory Matters - Thorsten Altenkirch (Lambda Days 2019)
• Typing the Untyped: Soundness in Gradual Type Systems - Ben Weissmann (great discussion of covariance, invariance, and contravariance)

FUNCTIONAL PROGRAMMING - VIDEOS

• Code Mesh: V 2020 | London 2018
• International Conference on Functional Programming (ICFP): 2018 | 2017 | 2016 | 2015
• Commercial Users of Functional Programming (CUFP): 2016 | 2015
• Compose Conference: 2017 | 2016
• Compose Conference Melbourne: 2017 | 2016
• Functional Conference (Bangalore): 2017 - FnConf2017 | 2016 - FnConf2016 | 2015 - FnConf2015 | 2014 - FnConf2014
• Lambda.World: 2018 Càdiz | 2018 Seattle | 2017 | 2016 | 2015
• LDN Functionals (Functional Works)
• All ICFP videos

GIT

• Official documentation
• Git Reference
• How to Use Git and GitHub - Caroline Buckey & Sarah Spikes (Udacity.com)
• Git from the inside out - Mary Rose Cook
• Real-World Git
• Pro Git PDF mobi ePub
• Atlassian: Getting Git Right | Getting Started | Tutorials | Collaborating | Advanced Git
• Wrapping Your Head Around Git - Paolo Perrotta (Garden City Ruby 2015)
• Git/Github open source training resources
• Knowledge is Power: Getting out of Trouble by Understanding Git • Steve Smith (GOTO 2019)
• Explain Git With D3 (interactive visual demos of Git commands)
• GitGuys.com
• Git talks - Confreaks.tv
• Git Immersion
• Git Ready
• Classy Git - Scott Chacon (RubyConf 2010)
• Git and GitHub Secrets - Zach Holman (Aloha Ruby Conf 2012)
• Git interactive cheatsheet
• Git cheatsheet
• Gitcasts.com Gitcasts on Blip.tv
• Git tutorial
• Git From the Bits Up - Tim Berglund
• Tig (Text-mode interface for Git)
• Hacker’s Guide to Git - Joseph Wynn
• Getting Git: Getting Effective Project Management - Scott Chacon (Scotland on