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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