Weekly Machine Learning Opensource Roundup – Nov. 15, 2018

Examples

Awesome PyTorch Scholarship Resources
A list of awesome PyTorch scholarship articles, guides, blogs, courses and other resources.

OpenAI Spinning Up
An educational resource to help anyone learn deep reinforcement learning.

Saltie
Rocket League Distributed Deep Reinforcement Learning Bot

ModelChimp
Experiment tracking for machine and deep learning projects

yannpp
Educational implementation of CNN in pure C++

Toolsets

deVoReaNN
A virtual reality environment for physically assembling deep learning models to solve data science problems.

TensorSpace
Neural network 3D visualization framework, build interactive and intuitive model in browsers, support pre-trained deep learning models from TensorFlow, Keras, TensorFlow.js

Models

Extended Isolation Forest
Extended Isolation Forest for Anomaly Detection

Variational Discriminator Bottleneck
Implementation (with some experimentation) of the paper titled “Variational Discriminator Bottleneck: Improving Imitation Learning, Inverse RL, and GANs by Constraining Information Flow”

UIS-RNN
This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization.

Libraries

einops
Deep learning operations rethinked (supports tf, pytorch, chainer, gluon and others)

Pixyz
a library for developing deep generative models in a more concise, intuitive and extendable way

eo-learn
eo-learn acts as a bridge between Earth observation/Remote sensing field and Python ecosystem for data science and machine learning

torchdiffeq
Differentiable ODE solvers with full GPU support and O(1)-memory backpropagation.

 

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