awesome-list-of-lists

A public collection of all the amazing lists I've come across on github (or elsewhere).

Blogs I Follow:

• DS Lore
• Patrick Collison

Aviation / Aerospace:

• Zephyr

What to hire for:

• SysAdmin

• Data Pipelines

• Security

• Microservices

• API Design:

  • Flask

• Languages:

  • Python
  • Algorithm Design (all languages)
  • R
  • Spark
    • Learning Materials from Databricks
      • There appears to be a lot of missing content... but there are also courses that can be registered for.
      • Alternatively, you can sign up for a free account for recreational use in order to demo using Spark resources.
    • Mllib
    • Spark Best Practices
    • My Spark Notes
  • Protégé - An Ontology Modeling Language
    • Cellfie Plugin - A Protégé Desktop plugin for importing spreadsheet data into OWL ontologies.
  • Spoken Languages:
    • Methods:
      • Pimsleur Method - This method is based off of two governing language acquisition principles: Graduated Interval Recall and Principle of Anticipation

• Data Science:

  • Machine Learning
    • Sparse Matrices for Machine Learning & Regression Problems
  • Tensorflow
  • Deep Learning
  • Deep Learning Papers
  • Natural Language Processing
  • Machine Learning Interpretability
    • Understanding Black-Box Predictions via Influence Functions
    • Explanation of Prediction Models with ExplainPrediction
    • Explanation: Theoretical Approaches and Applications

• Front End:

  • React
  • Electron

• Big Data:

  • Applications, Services, and Frameworks
  • Scala

• Utilities:

  • Command Line
  • docopt

---

Skills:

• Hacking
• Self-Hosting
• Scalability
• Interviewing

Assets:

• Public Datasets
• Podcasts
• Amazon Web Services (AWS)
  • Python AWS SDK

Innovation:

• Participative Decision-Making
  • Comes with great models to facilitate decision making, as well as a section on foresight
• Playbook for Strategic Foresight and Innovation
• Francis Bacon | of Innovations
• Private Equity vs. Private Ownership
• Air Force Lean Logistics

Marketplaces:

• Github Marketplace
  • Making an app on the Github Marketplace
• Slack Marketplace
  • Writing a Slack bot
  • Bot resources
  • Zapier Tutorial
• Zoom Marketplace
  • Zoom App Creation
• Stripe Marketplace
• Shopify Marketplace
• Square Marketplace
• Google G-Suite Marketplace

Interesting Company Design

• Overcast.fm
• List of Successful One Person Startups
• (More Broadly) List of Employee-Owned Companies
• Some businesses choose not to grow
  • Art of Running a Small Business: Wrestling with Expansion Plans
  • A Business Group Discusses Progress
• Wikipedia: Micro-enterprise - Primarily associated with microfinance
  • The role of small microbusinesses in the economy
• Company of One - Minimalist business principles, interviews, and course content
• Startup Genome Project - Information about what makes startups successful, accelerator programs and hubs, as well as how to attract investors
• Resources for founders
• Finding a domain name

Worldbuilding

• Wikipedia Worldbuilding page
• Kanka.io
• Kanka Github Repo
• Notebook.ai
• World Generator Repo
• Historic Narratives Generator Repo
• Godcomplex
• Worldbuilding Best Practices
• Worldbuilding Notes
  • Real world example of a person buidling out EVERY (and I mean every) aspect of a world

Tools for Thought

• Anki
  • Best Practices for Learning with Anki
• Thought
• Tools
• IA Toolkit

Forecasting

• Evaluating Forecasting Models, Training and Testing Sets
  • My own notes
• Sklearn regression models
• An overview of forecasting
• Sklearn: Choosing the right estimator
• Towards Data Science: Choosing a regression model
• Scoring metrics & How to write your own scoring function
• Editorial Pieces:
  • Twitch | How Our Company Learned to Make Better Predictions About Everything

Foundations:

• LongNow

Conferences

• Engineering
  • Apache Spark / Databricks
    • Historical Conference Sessions (Recorded)
  • Python
    • Pycon 2020
  • QCon 2019
  • Devternity - Turning developers into architects and engineering leaders.
  • AICamp
  • AMLD EPFL
  • AnacondaCon 2019 ML Track
  • Qcon.ai Applied Software for Developers
  • Strata 2019
  • Re-Work Deep Learning Reinforcement
  • VentureBeat Transform 2019
  • MLOps NYC 2019
  • OSCon 2019
  • Rob Hyndman Seminars

Maker

• Arduino Tutorials
• Raspberry Pi tutorials
  • Important Sensors and Components

Methodologies / Models

• Model of Human Intelligence
• Extract, Transform, Load (ETL)
• Model, View, Controller (MVC)
• Weather Models

Prediction Markets:

• PredictIt - site for political opinions
• Hollywood Stock Exchange
• Augur - crypto prediction market
• Fan Duel - sports betting
• Consensus Point - Prediction Market research firm

Unity / Simulation

• HoboGalaxy - Evolutionary pathfinding in Unity using Genetic Algorithm
• Awesome-Unity
• ML Agents in Unity
• Awesome Game Networking

Funny Anecdotes:

• Design by Committee

Other List of Lists:

• Awesome Awesomeness
• Awesome Quotes

Protocol / Standards:

• OpenSearch

Other Tools:

• GitShowcase