Useful sites and blogs for ML, NLP and AI
This repository contains useful
- articles explaining concepts,
- tutorials or starter codes
- use-cases for certain packages or methods
- stack overflow fixes for few common problems people encounter when using machine learning libraries.
Concepts
ML+PGM
- What are you reading? ML reddit
- ML Cheat sheet with good theory explanations
- MCMC without the bullshit
- Fitting gaussian processes
NLP
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Full Courses:
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Dialogue system(Chatbots):
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Sentiment Analysis:
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POS Tagging:
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Coreference Resolution:
DL
- Cheat sheets for types of NN
- Stanford Cheatsheets
- Papers roadmap
- Papers with Code
- Text Book
- Awesome papers
- Latest and interesting papers- Arxiv sanity
- FAST.AI
- DL Course for Coders
- Lecture slides and labnotes from Master Datascience Paris Saclay
- Introductory NN
- Trending DL research papers
- Best Intro to types of CNN
- When to use CNN,RNN,MLP
- Time-series forecast wiith RNN
- LSTM for time series
- Kaggle time series- siraj raval
- LST models suite for time series- with code
- Information theory in DL
- Distil blogs
- Residual networks
- Deep Resnet codes
- Siamese networks and triplet loss - One shot image recognition
- GPU programming for deep learning
- Neural differential equations
- GAN Painter
RL
- Intro to RL blog post
- ALL RL algos and tutorials
- Deep mind RL video playlist
- Deep RL
- RL textbook Sutton
- RL map
- RL codes for papers
- DeepRL Bootcamp lectures
- Udacity nano degree codes
- Malthusian Reinforcement Learning
- DeepRL in TensorFlow - codes
- Atari model zoo
- Awesome RL repo
- RL repo
- Deep RL with tensorflow 2.0
- A2C- Advantage actor critic, Intuition explained in a comic strip
- Actor critic with tf 2.0
- Simple RL series - A3C
- Proximal Policy Optimization (PPO) Explained
- TRPO and PPO
- Deep RL for stock prediciton
- AI playing street fighter
- Pytorch-RL
- Move 37 course
- MAME toolkit for game roms
- Trading using RL
- Modeling long term future in model based RL
GANS
Data Science
Graphical models
Genetic Algorithms
GPU related/Cloud and MPI
Feature Engineering or Preprocessing
Pandas
- Optimizing pandas for speed
- Loading data from mongo into pandas
- Faster way to loas tweets from mongo into pandas dataframe
Numpy
Keras
PyTorch
TensorFlow
- Tensorboard visualization for fashion images CNN features
- Using TF on Colab
- Why tf.data is much better than feed_dict and how to build a simple data pipeline in 5 minutes.
- Adanet
- TensorFlow JS
- BERT using TF
- Graphnets
- TF2 course
Scipy
Scikit-learn
Data Visualization
- Top 50 matplotlib code and visualization
- Matplotlib guide
- Use t-SNE Effectively
- 3D viz for hyperparameter tuning
- Scatter plot with marginal histograms on the axes
- Discrete data - jittering, spreads out points a bit for when they tend to stack onto the same values
- Human population as Terrain
Timeseries
Other curated lists/courses:
- Siraj Raval's videos in order
- Learning ML and NLP from Quora questions
- 150 Medium blogs
- Data science and AI resources
- ML tools, libraries and languages
- Coding interview university
- NLP List, languages, toolkits
- Computational Statistics
- All cheat sheets
- Google Cloud platform course
- All Courses offered by Big companies
- Amazon AWS ML courses
Datasets or papers
Blogs and weekly sites/ contests
- Machine learning +
- DeepHunt
- Brilliantly Wrong
- Kaggle kernels
- 1 minute videos
- End to End RL blog
- KDnuggets
- LSH
- Quantitative data science for predicitng stocks
- TLDR challenge
- Top conferences