Weekly BigData & ML Roundup – Sep. 21, 2017

Examples

fast.ai
The fast.ai deep learning library, lessons, and tutorials

TensorFlow Tutorials
TensorFlow Tutorials with YouTube Videos

Evolving Snakes
Snakes from the classical game are controlled by neural networks and evolve using a genetic algorithm.

TagSpace tensorflow
Tensorflow implementation of Facebook TagSpace

DeepLearing Benchmark
Playing with various deep learning tools and network architectures

I2
Interactive Real-Time Visualization for Streaming Data

Toolsets

Toytree
A minimalist tree plotting library using toyplot graphs

Awareness
The new architecture of co-computation for data processing and machine learning.

Cat Classifier
An experiment to visualize a trained logistic regression model as graph plots

FAIR Sequence-to-Sequence Toolkit
Facebook AI Research Sequence-to-Sequence Toolkit written in PyTorch

Fabrik
A platform to build deep learning models online

Models

gans-collection.torch
Torch implementation of various types of GAN (e.g. DCGAN, ALI, Context-encoder, DiscoGAN, CycleGAN)

Starspace
A general-purpose neural model for efficient learning of entity embeddings for solving a wide variety of problems

Volumetric Regression Network
Torch7/MATLAB code for “Large Pose 3D Face Reconstruction from a Single Image via Direct Volumetric CNN Regression”

Libraries

Mind
A flexible neural network library for Node.js and the browser

TensorFlowSharp
TensorFlow API for .NET languages


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Weekly BigData & ML Roundup – Sep. 14, 2017

Examples

Awesome Pytorch List
A comprehensive list of pytorch related content on github such as different models, implementations, helper libraries, tutorials, etc.

Awesome AI Security
A curated list of AI security resources.

Technical Book on Deep Learning
This note presents in a technical thought in pedagogical way the three most common forms of neural network architectures: Feedforward, Convolutional and Recurrent.

Europilot
A toolkit for controlling Euro Truck Simulator 2 with python to develop self-driving algorithms.

Toolsets

Deep Learning Model Convertors
The convertor/conversion of deep learning models for different deep learning frameworks/softwares.

Onnx
Open Neural Network Exchange (ONNX) is the first step toward an open ecosystem that empowers AI developers to choose the right tools as their project evolves

EvalAI
An open source web application that helps researchers, students and data-scientists to create, collaborate and participate in various AI challenges organized round the globe

luma.gl
A JavaScript WebGL Framework for Data Visualization

AutoML Service
Deploy AutoML as a service using Flask

Lexicon Rainbow
A minimal data visualization module between a single ordinal scale and a single linear scale with in-built GUI

Models

TensorFlow GANs Comparison
Implementations of (theoretical) generative adversarial networks and comparison without cherry-picking

PyTorch ActorCriticRL
PyTorch implementation of DDPG algorithm for continuous action reinforcement learning problem.

SRU
A recurrent unit that can run over 10 times faster than cuDNN LSTM without loss of accuracy to training RNNs as Fast as CNNs

Deep Recommender
Deep learning for recommender systems

Libraries

TensorFlow Agents
Efficient Batched Reinforcement Learning in TensorFlow

AllenNLP
An open-source NLP research library, built on PyTorch.

CLBlast
A modern, lightweight, performant and tunable OpenCL BLAS library written in C++11, designed to leverage the full performance potential of a wide variety of OpenCL devices from different vendors.


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Weekly BigData & ML Roundup – Sep. 7, 2017

Examples

PIano AI
Realtime piano learning and accompaniment from a Raspberry-Pi-powered AI

Word Ordering
Can neural networks order a scramble of words correctly?

Deep-Learning BootCamp
A nonprofit community run, 5-day Deep Learning Bootcamp

Toolset

Nussknacker
Process authoring tool for Apache Flink

Models

VoiceLoop
PyTorch implementation of the method described in the Voice Synthesis for in-the-Wild Speakers via a Phonological Loop.

TensorFlow TransX
Holographic Embeddings implementation in Tensorflow

Library

anaGo
Bidirectional LSTM-CRF for Sequence Labeling. Easy-to-use and state-of-the-art performance.

 


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Weekly BigData & ML Roundup – Aug. 31, 2017

Examples

Awesome Time Series in Python
This curated list contains python packages for time series analysis

Awesome Core ML Models
Largest list of Apple Core ML models

The Nuts and Bolts of Deep RL Research
Hacks for training RL systems from John Schulman’s lecture at Deep RL Bootcamp

Deep Learning Frameworks
Demo of running NNs across different frameworks

Random Forest Explainer
A set of tools to understand what is happening inside a Random Forest

Oracle
Scratch Implementations of Major Machine Learning Algorithms

NeuroBlast
A classic arcade space shooter with ML-powered AI

 

Toolsets

Torch2CoreML
Torch7 -> CoreML

Cruise Control for Apache Kafka
A fully automate the dynamic workload rebalancer and self-healing of a kafka cluster

Doctor Kafka
A service for Kafka cluster auto healing and workload balancing

KSQL
A Streaming SQL Engine for Apache Kafka

Fashion-MNIST
A MNIST-like fashion product database for benchmark.

 

Models

Tensorflow Generative Model Collections
Collection of generative models in Tensorflow

ARC PyTorch
PyTorch implementation of Attentive Recurrent Comparators

ResNet 1K Layers
Deep Residual Networks with 1K Layers

Libraries

Kafka Node
Node.js client for Apache Kafka 0.8 and later.

Pytorch-C++
Pytorch C++ Library

ANNetGPGPU
A GPU (CUDA) based Artificial Neural Network library


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Weekly BigData & ML Roundup – Aug. 24, 2017

Examples

GOT Book #6
For those tired of waiting for the next GOT book to come out, RNN trained on the first five GOT books

Pytorch Tutorial
Quick PyTorch introduction and tutorial. Targets computer vision, graphics and machine learning researchers eager to try a new framework.

Machine Learning Mindmap / Cheatsheet
A mindmap summarising Machine Learning concepts, from Data Analysis to Deep Learning.

ReactionRNN
Python module + R package to predict the reactions to a given text using a pretrained recurrent neural network.

Machine Learning Flappy Bird
Machine Learning for Flappy Bird using Neural Network and Genetic Algorithm

Toolset

nivo
nivo provides a rich set of dataviz components, built on top of the awesome d3 and Reactjs libraries

Model

SMASH
An experimental One-Shot Model Architecture Search through HyperNetworks

Libraries

Frugal
An extension of Apache Thrift which provides support for request headers, request multiplexing, thread safety, and code-generated pub/sub APIs

Synaptic
Architecture-free neural network library for node.js and the browser

SimpleDNN
A lightweight library written in Kotlin to support the development of feed-forward and recurrent Artificial Neural Networks.

TVM
End to end Tensor IR/DSL stack for deploying deep learning workloads to hardwares

Framework

Apache Bookkeeper
A scalable, fault tolerant and low latency storage service optimized for append-only workloads.


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Weekly BigData & ML Roundup – Aug. 17, 2017

Examples

Effective TensorFlow
TensorFlow tutorials and best practices

CommandCenter: StarCraft 2 AI Bot
CommandCenter is a StarCraft II playing bot written in C++ using Blizzard’s StarCraft II AI API

Toolsets

SentEval
A python tool for evaluating the quality of sentence embeddings.

PyEcharts
PyEcharts is a library to generate charts using Echarts. It simply provides the interface between Echarts and Python.

Tensor Bridge
Tensor Bridge – OpenAPI spec and REST wrapper around TensorFlow Serving

Jupyter C Kernel
Minimal Jupyter C kernel

Karura
Karura enables you to use machine learning interactively

Beholder
A TensorBoard plugin for visualizing arbitrary tensors in a video as your network trains.

Libraries

SparkDL
MLlib Convolutional and Feedforward Neural Network implementation with a high level API and advanced optimizers.

deeplearn.js
A hardware-accelerated deep learning library for the web.

ChainerCV
A library of tools to train and run neural networks for computer vision tasks using Chainer.

ChainerRL
A deep reinforcement learning library built on top of Chainer.

xRBM
Implementation of Restricted Boltzmann Machine (RBM) and its variants in Tensorflow

 


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Weekly BigData & ML Roundup – Aug. 10, 2017

Examples

Machine Learning Links and Lessons Learned
List of all the lessons learned, best practices, and links from the author’s time studying machine learning

DeepMind PySC2
StarCraft II Learning Environment

FaceNet
FaceNet is for easy face recognition, verification, and clustering in JavaScript/Node.js.

textgenrnn
Python module to easily generate text using a pretrained character-based recurrent neural network.

Toolsets

stick-bug-ml
A framework to organize the process of designing supervised machine learning systems

Keras Weight Animator
Save keras weight matrices as short animated videos during training

Jupyter + Angular2
The jupyter angular2 stack for creating wire-frame UX.

Models

RL-Teacher
Code for Deep RL from Human Preferences [Christiano et al]. Plus a webapp for collecting human feedback

EAST
A tensorflow implemention of EAST text detector

Segmenty
Training convnets to segment visual patterns without annotated data

Libraries

CommAI-env
A platform for developing AI systems as described in A Roadmap towards Machine Intelligence

TiSpark
A thin layer built for running Apache Spark on top of TiDB/TiKV

 


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