Weekly Machine Learning Opensource Roundup – Apr. 11, 2019

Example

cnn-exposed
Interpreting Convolutional Neural Network (CNN) Results.

Toolsets

treon
Easy to use test framework for Jupyter Notebooks

sewar
All image quality metrics you need in one package.

autoray
Write numeric code that automatically works with any numpy-ish libraries.

Quantified Self (QS) Ledger
Quantified Self Personal Data Aggregator and Data Analysis

overboard
Pure Python dashboard for monitoring deep learning experiments (like TensorBoard for PyTorch/MXNet/etc, without a browser)

Models

Pytorch GAN Zoo
A mix of GAN toolbox implementations including progressive growing

Variational-Autodecoder
A Generic Implementation of Variational Auto-Decoder

RandWireNN
Implementation of: “Exploring Randomly Wired Neural Networks for Image Recognition”

mask-rcnn-edge-agreement-loss
Implementation of “Faster Training of Mask R-CNN by Focusing on Instance Boundaries”

Libraries

pyts
A Python package for time series transformation and classification

TensorStream
A library for real-time video stream decoding to CUDA memory providing integration with frameworks such as PyTorch

pytorch-cpp-rl
PyTorch C++ Reinforcement Learning

 

Weekly Machine Learning Opensource Roundup – Apr. 4, 2019

Examples

Tensorflow without A PhD
A crash course in six episodes for software developers who want to become machine learning practitioners.

Bezos
Build your own Reinforcement Learning framework

Toolsets

WRF
The official repository for the Weather Research and Forecasting (WRF) model

coq_jupyter
Jupyter kernel for Coq

imageatm
A one-click tool that automates the workflow of a typical image classification pipeline in an opinionated way

microdraw
Collaborative vectorial annotation tool for ultra high resolution data.

Models

mt-dnn
Multi-Task Deep Neural Networks for Natural Language Understanding

StyleGAN-Keras
StyleGAN made with Keras (without growth or mixing regularization)

INQ-pytorch
A PyTorch implementation of “Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights”

frontalization
Pytorch deep learning face frontalization model

pytorch-tree-lstm
Pytorch implementation of the child-sum Tree-LSTM model

Libraries

PyTorch-BigGraph
Software used for generating embeddings from large-scale graph-structured data.

Spark SQL Adaptive Execution
Spark SQL Adaptive Execution includes auto setting the shuffle partition number, optimizing join strategy at runtime and handling skewed join.

 

Weekly Machine Learning Opensource Roundup – Mar. 28, 2019

Examples

Virgilio
Your new Mentor for Data Science E-Learning.

Slack GPT2
OpenAI’s GPT2 integrated with slack.

Beagle
An incident response and digital forensics tool which transforms security logs and data into graphs.

Toolsets

lineflow
Simple NLP Data Loader for All Deep Learning Frameworks in Python

Brusta
language-agnostic PyTorch model serving project

DeepAugment
Discover augmentation strategies tailored for your dataset

automl-gs
A tool which offers a zero code/model definition interface to getting an optimized model and data transformation pipeline in multiple popular ML/DL frameworks from input CSV.

Models

VoiceFilter
Unofficial PyTorch implementation of Google AI’s VoiceFilter system

pytorch-pretrained-BigGAN
A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.

BigGAN-PyTorch
The author’s officially unofficial PyTorch BigGAN implementation.

image-super-resolution
Super-scale your images and run experiments with Residual Dense and Adversarial Networks.

pytorch_gan_pretrained
Pretrained GANs in pytorch for MNIST/CIFAR.

two-step-task
Implementation of the two-step-task as described in “Prefrontal cortex as a meta-reinforcement learning system” and “Learning to Reinforcement Learn”.

Libraries

AmpliGraph
Python library for Representation Learning on Knowledge Graphs

 

Weekly Machine Learning Opensource Roundup – Mar. 21, 2019

Examples

March-Madness-ML
Machine learned bracketology

UnityImageSynthesisTutorial1
Use Unity to generate synthetic images for deep learning image segmentation in PyTorch and fastai

FirmAI Report
Automated machine learning company report in an interactive ‘PDF style’ from four dimensions: employees, customers, shareholders (owners) and management.

neuroptica
A flexible chip-level simulation platform for nanophotonic neural networks written in Python/NumPy

Toolsets

Cutouts image explorer
This is an interactive tool for visualize and classify multiple images at a time. It running asyncio server in the back end and support up 10,000 images reasonable well.

XAI
An eXplainability toolbox for machine learning

Melusine
A high-level library for emails classification and feature extraction

Models

Transformer-TTS
A Pytorch Implementation of “Neural Speech Synthesis with Transformer Network”

STAWM
Code for the paper ‘A Biologically Inspired Visual Working Memory for Deep Networks’

TD3
PyTorch implementation of TD3 and DDPG for OpenAI gym tasks

Libraries

pggraphblas
High Performance Graph Processing with Postgres and GraphBLAS

bbopt
Black box hyperparameter optimization made easy.

spark-select
A library for Spark dataframes from Minio object storage using Select API

dragonfly
An open source python library for scalable Bayesian optimisation.

piflow
πflow is a big data flow engine with spark support

Weekly Machine Learning Opensource Roundup – Mar. 14, 2019

Examples

GIPHY Celebrity Detector
GIPHY’s Open-Source Celebrity Detection Deep Learning Model

handtrack.js
A library for prototyping realtime hand detection (bounding box), directly in the browser.

Snake Game Using Tensorflow Object Detection API
Playing snake game using your hand gestures and Tensorflow Object Detection API

gamedetect
Game Detection API using Tensorflow and Go

alt
Facebook like automatic alternative (alt) text for images using object detection with pre-trained model

Benchmarking Keras and PyTorch Pre-Trained Models
Reproducible Benchmarking of Keras and PyTorch Models

From Keras to C
A practical example of Tensorflow C API based deployment starting from a model trained with Tensorflow + Keras

Toolset

Digideep
A pipeline for fast prototyping Deep Reinforcement Learning (DeepRL) problems using PyTorch and Gym, and dm_control.

Model

DeepCoherence
Text Coherence Analysis Based on Deep Neural Network

Libraries

matplotnode
C++ bindings for Node.js exposing a subset of matplotlib’s functionality through the CPython API.

transformer
A Transformer implementation in Keras’ Imperative (Subclassing) API for TensorFlow

 

Weekly Machine Learning Opensource Roundup – Mar. 7, 2019

Examples

Neural MMO
A Massively Multiagent Game Environment

Business Machine Learning and Data Science Applications
A curated list of practical business machine learning (BML) and business data science (BDS) applications for Accounting, Banking, Finance and Insurance, Customer, Employee, Legal, Management, Operations and Public matters.

Face Landmarking
Real time face landmarking using decision trees and NN autoencoders

Toolsets

Neural Network Intelligence
An open source AutoML toolkit for neural architecture search and hyper-parameter tuning.

Databolt Flow
Python library for building highly effective data science workflows

PlotJuggler
The timeseries visualization tool that you deserve

Synthea
Synthetic Patient Population Simulator

Models

DeepMatchVO
Implementation of ICRA 2019 paper: Beyond Photometric Loss for Self-Supervised Ego-Motion Estimation

tf_hyperbolic
Hyperbolic (Poincare, Lorentz) Embeddings for TensorFlow

TranX
A general-purpose neural semantic parser for mapping natural language queries into machine executable code

SiamMask
Fast Online Object Tracking and Segmentation: A Unifying Approach

OnlineMiningTripletLoss
PyTorch conversion of Triplet Loss and Online Triplet Mining

GP-GAN
DCGAN with Gradient Penalty

BERT on STILTs
BERT on Supplementary Training on Intermediate Labeled-data Tasks

Libraries

BLASjs (Basic Linear Algebra Subprograms)
Pure Javascript manually written implementation of BLAS, Many numerical software applications use BLAS computations, including Armadillo, LAPACK, LINPACK, GNU Octave, Mathematica, MATLAB, NumPy, R, and Julia.

ThunderSVM
A Fast SVM Library on GPUs and CPUs

Weekly Machine Learning Opensource Roundup – Feb. 28, 2019

Examples

OpenKiwi
Open-Source Machine Translation Quality Estimation in PyTorch

nsfwjs
NSFW detection on the client-side via Tensorflow JS

Toolsets

Codebraid
Live code in Pandoc Markdown

thundergbm
Fast GBDTs and Random Forests on GPUs

Models

Buckshot++
An Outlier-Resistant and Scalable Clustering Algorithm. (Inspired by the Buckshot Algorithm)

Lorentz Embeddings
Embed arbitrary graphs in Hyperbolic space

SC-FEGAN
Face Editing Generative Adversarial Network with User’s Sketch and Color

AdaBound
An optimizer that trains as fast as Adam and as good as SGD.

GPT2-Pytorch with Text-Generator
Simple Text-Generator with OpenAI gpt-2 Pytorch Implementation

Ridurre-Network-Filter-Pruning-Keras
Keras model convolutional filter pruning package

Library

CLaF
A language Framework built on PyTorch with high-level features