Weekly Machine Learning Opensource Roundup – Mar. 29, 2018

Examples

RL Adventure
Pytorch easy-to-follow step-by-step Deep Q Learning tutorial with clean readable code

PyTorch Template
A simple template project using PyTorch which can be modified to fit many deep learning projects

GAN Numpy
An implementation of a simple vanilla GAN model that generates a subset of MNIST numbers (single number recommended) to help MLP and GAN study

Hands on NLTK Tutorial
A hands-on NLTK tutorial in the form of Jupyter notebooks

Stats 337: Readings in Applied Data Science
Readings in a small discussion-oriented applied data science class available to Stanford students in Spring 2018

Open Computational Neuroscience Resources
A publicly-editable collection of open computational neuroscience resources

Porcupine
A self-service, highly-accurate, and lightweight wake word detection engine. It enables developers to build always-listening voice-enabled applications/platforms

Toolsets

Matchbox
Write PyTorch code at the level of individual examples, then run it efficiently on minibatches.

Sparklens
A performance tuning tool for Apache Spark with built-in Spark Scheduler simulator

Netron
Visualizer for deep learning and machine learning models

DALEX
Descriptive mAchine Learning EXplanations

Models

BicycleGAN
Tensorflow implementation of the NIPS paper “Toward Multimodal Image-to-Image Translation”

Neural coref v2.0
State-of-the-art coreference resolution based on neural nets and spaCy

Stochastic Weight Averaging (SWA)
Stochastic Weight Averaging in PyTorch

Libraries

NVVL (NVIDIA Video Loader)
A library that uses hardware acceleration to load sequences of video frames to facilitate machine learning training

lintel
A Python module to decode video frames directly, using the FFmpeg C API.

infer
Use TensorFlow models in Go to evaluate Images


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