Weekly Machine Learning Opensource Roundup – Nov. 16, 2017

Examples

PySC2 Examples
StarCraft II – PySC2 Deep Reinforcement Learning Examples

DeepNLP Models Pytorch
Pytorch implementations of various Deep NLP models in Stanford CS 224N

Data Science Delivered
Observations from Ian on successfully delivering data science products

State-of-the-art result for all Machine Learning Problems
This repository provides up-to-date state of the art (SoTA) results for all machine learning problems.

Toolsets

Carla
Open-source simulator for autonomous driving research.

MNIST Sequence
Generate image dataset for sequences of handwritten digits using MNIST database

Egal
easy drawing in jupyter

Yellowbrick
Visual analysis and diagnostic tools to facilitate machine learning model selection.

Models

Fader Networks Tensorflow
A trial of disentangling the information of a face and changing the image by varying different attributes of the image.

BayesGAN
Tensorflow code for the Bayesian GAN

UMAP
Uniform Manifold Approximation and Projection

Libraries

Django AI
Artificial Intelligence for Django

SiaNet
A C# deep learning wrapper on top of CNTK

frugally-deep
Header-only library for using Keras models in C++.

Thinc
spaCy’s Machine Learning library for NLP in Python

ELI5
A library for debugging/inspecting machine learning classifiers and explaining their predictions

DNNLibrary
Run neural network using the new NNAPI on Android !


Looking into adding your repo? tweet to @stkim1!

Weekly Machine Learning OpenSource Roundup – Nov. 9, 2017

Capsule Net by Geoffrey Hinton, Sara Sabour and Nicholas Frosst is published, and many implementations on various frameworks are also published in this week.

For a concise roundup, the implementation from Gram.AI and an adversarial attack scenario by @jaesik817 are listed.

Examples

AirBnB Dataset Analysis
Prediction of where a new AirBnB user will book his first Destination

AirGym
AirSim with openAI gym and keras-rl integration for autonomous copter RL

PlantRecognition
Example of android app written in Qt/Qml which uses MXNet for plant image recognition.

A Neural Conversational Model
A neural chatbot using sequence to sequence model with attentional decoder implements by Tensorflow 1.4 (Estimator, Experiment, Dataset)

FitML
A collection of python Machine Learning articles and examples. You will find code related to Reinforcement Learning, Q Learning, MDP, Bellman, OpenAI solutions and others

Deep Architecture Genealogy
Deep Learning Architecture Genealogy Project

NeuralKart
A Real-time Mario Kart AI using CNNs, Offline Search, and DAGGER

Toolsets

Pyro
A flexible, scalable deep probabilistic programming library built on PyTorch.

TypedFlow
Typed frontend to TensorFlow and higher-order deep learning

OpenNMT TensorFlow
A general purpose sequence modeling tool in TensorFlow with production in mind.

Vizuka
Explore high-dimensional datasets and how your algo handles specific regions.

GAN Playground
Experiment with Generative Adversarial Nets in your browser. An introduction to GANs.

Models

Dynamic Routing Between Capsules
A PyTorch implementation of the NIPS 2017 paper “Dynamic Routing Between Capsules”.

Adversarial Attack to Capsule Networks
Tensorflow Implementation of Adversarial Attack to Capsule Networks

Radio Transformer Networks
A PyTorch implementation of Radio Transformer Networks from the paper “An Introduction to Deep Learning for the Physical Layer”.

Alpha Pooling
Code for our paper “Generalized Orderless Pooling Performs Implicit Salient Matching” published at ICCV 2017.

Progressive Growing of GANs
Torch implementation of “Progressive Growing of GANSs for Improved Quality, Stability, and Variation”

Libraries

Pretrained models for Pytorch
Pretrained ConvNets for pytorch: ResNeXt101, ResNet152, InceptionV4, InceptionResnetV2, etc.

TensorNets
High level network definitions with pre-trained weights in TensorFlow

uTensor
AI inference library based on mbed and TensorFlow

bulbea
Deep Learning based Python Library for Stock Market Prediction and Modelling

 


Looking into adding your repo? tweet to @stkim1!

Weekly BigData & ML Roundup – Nov. 2, 2017

Examples

CNTK World
Simple and ready-to-use deep learning examples for the Microsoft Cognitive Toolkit (CNTK)

League of Legends Category
LoL Category is an AI that solves classifying League of Legends champions to 6 base classes.

Distributed TensorFlow Guide
Distributed TensorFlow basics and examples of training algorithms

Toolsets

ONNX CoreML
This tool converts ONNX models to Apple CoreML format.

Pytorch DNC
Differentiable Neural Computers, for Pytorch

NPL Runtime
Neural Parallel Language is a general-purpose open-source language designed in 2004 to simulate the brain.

Models

Progressive Growing of GANs
Progressive Growing of GANs for Improved Quality, Stability, and Variation

GloVe Experiments
GloVe word vector embedding experiments (similar to Word2Vec)

Deep Voice Conversion
Deep neural networks for voice conversion (voice style transfer) in Tensorflow

Libraries

ranger
A Fast Implementation of Random Forests

Frameless
Expressive types for Apache Spark.

DNI Pytorch
Decoupled Neural Interfaces using Synthetic Gradients for PyTorch


Like to add your project? tweet to @stkim1!

Weekly BigData & ML Roundup – Oct. 26, 2017

Examples

Awesome Deep Learning
A curated list of awesome Deep Learning tutorials, projects and communities.

Pretrained.ML
Compilation of pre-trained deep learning models with demos and code at http://pretrained.ml/.

TFIDF Wiki
Keywords Extraction from Wikipedia by using TFIDF score

Bayesian Modelling in Python
A python tutorial on bayesian modeling techniques (PyMC3)

Toolsets

ViZDoom
Doom-based AI Research Platform for Reinforcement Learning from Raw Visual Information.

imgclass
A server application used for tagging large batches of images for training-set generation.

Coach
Reinforcement Learning Coach enables easy experimentation with state of the art Reinforcement Learning algorithms

Models

Dilated Recurrent Neural Networks
Tensorflow implementation of Dilated Recurrent Neural Networks (DilatedRNN).

MX Mask R-CNN
A MXNet implementation of Mask R-CNN

SfMLearner Pytorch version
Pytorch version of Unsupervised Learning of Depth and Ego-Motion from Video

Libraries

npstreams
Streaming operations on NumPy arrays

Sling
A parser for annotating text with frame semantic annotations. It is trained on an annotated corpus using Tensorflow and Dragnn.

Spark NLP
Natural Language Understanding Library for Apache Spark with simple, performant & accurate NLP annotations for machine learning pipelines, that scale easily in a distributed environment.

Cleverhans
An adversarial example library for constructing attacks, building defenses, and benchmarking both

TF Openpose
Openpose from CMU implemented using Tensorflow with Custom Architecture for fast inference.

Frameworks

PlaidML
PlaidML is a multi-language acceleration framework for making deep learning work everywhere.

Apache Rya (incubating)
A scalable RDF Store that is built on top of a Columnar Index Store (such as Accumulo). It is implemented as an extension to OpenRdf to provide easy query mechanisms (SPARQL, SERQL, etc) and Rdf data storage (RDF/XML, NTriples, etc).

Weekly BigData & ML Roundup – Oct. 19, 2017

Examples

Rapid Draw
A simple artificial intelligence experiment to find out if mobile neural networks can recognize human-made doodles

Chancey NN
Predict college admissions outcome using AI

Instagram Influencers
Identifying a Large Number of Fake Followers on Instagram

NLP Tasks
Natural Language Processing Tasks and Selected References

The Python Graph Gallery
A website displaying hundreds of charts made with Python

Toolsets

Halide
a language for image processing and computational photography

Test Tube
Python library to easily log, organize and optimize Deep Learning experiments

Artemis
Artemis aims to get rid of all the boring, bureaucratic coding involved in machine learning projects, so you can get to the good stuff quickly.

Scikit Plot
An intuitive library to add plotting functionality to scikit-learn objects.

Sacred
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

Models

Gail-TF
Tensorflow Implementation of Generative Adversarial Imitation Learning

PyTorch SepConv
an implementation of Video Frame Interpolation via Adaptive Separable Convolution using PyTorch

Libraries

hs2client
C++ native client for Impala and Hive, with Python / pandas bindings

Guided LDA
Semi supervised guided topic model with custom guidedLDA

BLIS
BLAS-like Library Instantiation Software Framework

Frameworks

Grakn.AI
A Hyper-Relational Database for Knowledge-Oriented System

Horovod
Distributed training framework for TensorFlow.

 


Looking into adding your repo? tweet to @stkim1!

BigData and ML Toolset & Library Weekly Roundup – Oct. 12, 2017

PocketCluster Index now has “search” activated at the top navigation bar.

Examples

PyTorch Zero To All
Simple PyTorch Tutorials Zero to ALL!

Pandas Cookbook
Recipes for using Python’s pandas library

Simple LSTM
Minimal, clean example of lstm neural network training in python, for learning purposes.

Awesome GAN Applications
Curated list of awesome GAN applications and demo

Word-level language modeling RNN
word-language-model imported and modified from pytorch-examples

Nvidia OpenSeq2Seq
Multi-GPU sequence to sequence learning

Knowledge Browser
Real-time query spark and visualise it as graph.

OpenSim Reinforcement Learning
Reinforcement learning environments with musculoskeletal models

Toolsets

Luminoth
Deep Learning toolkit for Computer Vision

pomegranate
Fast, flexible and easy to use probabilistic modelling in Python.

AthenaX
SQL-based streaming analytics platform at scale

Image Monkey Core
ImageMonkey is a free, public open source image validation service.

Sequence Semantic Embedding
An encoder framework toolkit for NLP related tasks and it’s implemented in TensorFlow by leveraging TF’s convenient DNN/CNN/RNN/LSTM etc

Models

Poincare Embeddings
NumPy implementation of Poincaré Embeddings for Learning Hierarchical Representations (Facebook Research)

PyTorch QRNN
PyTorch implementation of the Quasi-Recurrent Neural Network – up to 16 times faster than NVIDIA’s cuDNN LSTM

EdgeML
This repository provides code for machine learning algorithms for edge devices developed at Microsoft Research India.

Libraries

dll
Deep Learning Library (DLL) for C++

brain.js
Neural networks in JavaScript

Frameworks

Caffe2
A lightweight, modular, and scalable deep learning framework.

Weekly BigData & ML Roundup – Oct. 5, 2017

Examples

Pytorch Exercises
Familiarize PyTorch with simple quizzes

Fast Neural Style Transfer
Demo of in-browser Fast Neural Style Transfer with Deeplearn.JS library

2x Image Resolution
Rescale images to two times the original size using Decision Tree models. Matches and improves on traditional rescaling methods such as bilinear resampling. Noticable improvements on percieved sharpness of the image.

Style2Paints
The AI can paint on a sketch accroding to a given specific color style.

Toolsets

Tensorflow UE4
Unreal Engine plugin for TensorFlow. Enables training and implementing state of the art machine learning algorithms for your unreal projects.

Pointblank
Validation of local and remote data tables

Apache RocketMQ
A distributed messaging and streaming platform with low latency, high performance and reliability, trillion-level capacity and flexible scalability.

Apple Core ML Tools
Core ML community tools contains all supporting tools for CoreML model conversion and validation. This includes Scikit Learn, LIBSVM, Caffe, Keras and XGBoost.

Facebook ELF
An Extensive, End-To-End, Lightweight and Flexible Platform for Game Research

NBA-Player-Movements
Visualization of NBA games from raw SportVU data logs

Models

Semantic Segmentation
Semantic Segmentation using Fully Convolutional Neural Network.

Auto Sleep Scorer
An open-source sleep stage classification Python package

Segmentation
TensorFlow implementation of ENet, trained on the Cityscapes dataset.

CycleGAN Tensorlayer
Re-implement CycleGAN in Tensorlayer

DeepMoji
State-of-the-art deep learning model for analyzing sentiment, emotion, sarcasm etc.

TorchMoji
A pyTorch implementation of the DeepMoji model

PyTorch NTM
A Pytorch implementation of an NTM (Neural Turing Machine)

ShuffleNet
ShuffleNet implementation in TensorFlow

Libraries

PySyft
The goal of this library is to give the user the ability to efficiently train Deep Learning models in a homomorphically encrypted state without needing to be an expert in either

Parquet.js
Fully asynchronous, pure JavaScript implementation of the Parquet file format

Mocked Streams
Scala Library for Unit-Testing Processing Topologies in Apache Kafka / Kafka Streams

prose
A Golang library for text processing, including tokenization, part-of-speech tagging, and named-entity extraction.

RELAAX
Reinforcement Learning framework to facilitate development and use of scalable RL algorithms and applications

Gosl
Go scientific library for scientific computations involving linear algebra, special functions, Bessel, fast Fourier transforms, geometry calculations, NURBS, numerical quadrature, polyhedra, 3D transfinite interpolation, random numbers, Mersenne twister, probability distributions, optimisation, graph, plotting, visualisation, tensors, eigenvalues, differential equations, and much more.

Apache CarbonData
Apache CarbonData is an indexed columnar data format for fast analytics on big data platform, e.g.Apache Hadoop, Apache Spark, etc.

 


1000+ tools, frameworks and libraries indexed at PocketCluster Index!
Looking into adding your repo? tweet to @stkim1!

E-mail Subscribtion
Subscribe for upcoming posts!
Join Slack
Join the channel!