Weekly BigData & ML Roundup – June 29, 2017

Examples

TensorFlow World
Simple and ready-to-use tutorials for TensorFlow

Deep Improvisation
Easy-to-use Deep LSTM Neural Network to generate song like containing improvisation.

NNabla Notebook with Docker
Experiment with CPU/GPU enabled Sony’s Neural Network Library using Docker

Neuroscience Lab Hacks
Resources for data driven neuroscientists, your contributions are most welcome

Toolsets

Apache Joshua (incubating)
A statistical machine translation toolkit for both phrase-based and syntax-based decoding

Keras Visualization Toolkit
Neural network visualization toolkit for keras

Models

Neural Tokenizer
Tokenize English sentences using neural networks.

Deep Atrous CNN Text Network
End-to-end word level model for sentiment analysis and other text classifications

3D Convolutional Speaker Recognition
This repository contains the code release for our paper titled as “Text-Independent Speaker Verification Using 3D Convolutional Neural Networks”

Libraries

Sony NNabla
Neural Network Libraries NNabla is a deep learning framework that is intended to be used for research, development and production.

Apache Mnemonic (incubating)
An advanced hybrid memory storages oriented library that proposes a non-volatile/durable Java object model and durable computing service that bring several advantages to significantly improve the performance of massive real-time data processing/analytics.

Solid
A comprehensive gradient-free optimization framework written in Python

Komputation
Komputation is a neural network framework for the JVM written in the Kotlin programming language.


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Weekly BigData & ML Roundup – June 22, 2017

Examples

Tweet Classifier
Tweet crawling and classification.

A Machine Learning Tutorial in Python3
A machine learning algorithms tutorials mainly in Python3.

Machine Learning for iOS
List of Machine Learning, AI, NLP solutions for iOS.

Toolsets

IBM PixieDust
Python Helper library for Spark IPython Notebooks.

Mutters
A framework for building bot brains.

Tetre
A Toolkit for Exploring Text for Relation Extraction.

DSPP Keras
Protein order and disorder data for Keras and Tensor Flow frameworks with automated update cycle made for continuous learning applications.

Persimmon
A visual dataflow programming language for sklearn.

Models

Relation Network Tensorflow
Tensorflow implementations of Relational Networks and a VQA dataset named Sort-of-CLEVR proposed by DeepMind.

Tying Word Vectors and Word Classifiers
Implementation for “Tying Word Vectors and Word Classifiers: A Loss Framework for Language Modeling”.

Sequence to Sequence RNN
Signal prediction with a seq2seq RNN model in TensorFlow.

Libraries

Tensor2Tensor Transformers
A library for generalized sequence to sequence models.

Spotify Scio
A Scala API for Apache Beam and Google Cloud Dataflow.

Moose
A platform for software and data analysis based on Pharo.

 


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Weekly BigData & ML Roundup – June 15, 2017

Examples

Datasharing
The Leek group guide to data sharing

The Terrible Deep Learning List
15 working examples to get you started with Deep Learning without learning any of the math

Fantastic Machine Learning
A curated list of machine learning resources, preferably in Swift

Neural Japanese Transliteration
Can neural networks transliterate Romaji into Japanese correctly?

Deep Learning Flappy Bird
Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).

Music Genre Classifier
Machine learning approach to classify music based on genres

Vehicle Detection Project
Vehicle Detection with Convolutional Neural Network

Toolsets

Marching Neural Networks
Raymarching neural network using shaders

Madplotlib
A C++ wrapper of Qt Charts that looks, tastes and smells like matplotlib but isn’t.

EasyML
Easy Machine Learning

TensorBoard
TensorFlow’s Visualization Toolkit

Models

MNIST DRAW
This is a sample project demonstrating the use of Keras (Tensorflow) for the training of a MNIST model for handwriting recognition using CoreML on iOS 11 for inference.

Activation Visualization Histogram
Compare SELUs (scaled exponential linear units) with other activation on MNIST, CIFAR10, etc.

SSGAN Tensorflow
A Tensorflow implementation of Semi-supervised Learning Generative Adversarial Networks.

Libraries

Chimney
Scala library for boilerplate-free data transformations

Databricks Spark Deep Learning
Deep Learning Pipelines for Apache Spark


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Weekly BigData & ML Roundup – June 8, 2017

Examples

Tensorflow Exercises
TensorFlow Exercises – focusing on the comparison with NumPy.

Foundations for Deep Learning
Building a scalable foundation for deep learning

Machine Learning Surveys
A curated list of Machine Learning Surveys, Tutorials and Books.

Toolsets

Visidata
A console spreadsheet tool for discovering and arranging data

GopherNotes
It’s time to use Go in notebooks.

Models

Diracnets
Training Very Deep Neural Networks Without Skip-Connections

Tacotron
A TensorFlow Implementation of Tacotron: A Fully End-to-End Text-To-Speech Synthesis Model

ORGAN
Objective-Reinforced Generative Adversarial Networks (ORGAN) for Sequence Generation Models

WebDNN
Fastest DNN Execution Framework on Web Browser

Libraries

Bender
Easily craft fast Neural Networks on iOS! Use TensorFlow models. Metal under the hood.

Cupy
NumPy-like API accelerated with CUDA

Microsoft MLSpark
Microsoft Machine Learning for Apache Spark


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Weekly BigData & ML Roundup – June 1, 2017

Examples

Awesome Flink
A curated list of amazingly awesome Flink and Flink ecosystem resources

Cheatsheets AI
Essential Cheat Sheets for deep learning and machine learning researchers

Toolsets

StreamlineD3
Providing developers with a simple way to create dynamic D3.js visualizations with live data.

Tad
A desktop application for viewing and analyzing tabular data

Altair
Declarative statistical visualization library for Python

Models

Folk RNN
folk music modelling with LSTM

Pix2Code
Generating Code from a Graphical User Interface Screenshot

Libraries

Mycroft Core
Mycroft Core, the Mycroft Artificial Intelligence platform.

Polyaxon
A platform that helps you build, manage and monitor deep learning models

Kafka Redis Connector
Kafka Redis Connector

Frameworks

Teradata Kylo
A data lake management software platform and framework for enabling scalable enterprise-class data lakes on Apache Hadoop and Spark

 


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Weekly BigData & ML Roundup – May 25, 2017

Examples

NotHotdog Classifier
What would you say if I told you there is a app on the market that tell you if you have a hotdog or not a hotdog.

Real-Time Log Aggregation on Google Cloud Example
Example to aggregate logs from Google Pub/Sub to date-partitioned BigQuery on Dataflow

Awesome Reinforcement Learning
Reinforcement learning resources curated

Toolsets

Remora
Kafka Consumer Lag Checking Application for monitoring Written in scala and akka http.

Play Livy Module
A Play Module for running Livy Job, that runs code on remote Apache Spark Session.

DEvol – Deep Neural Network Evolution
Automated deep neural network design via genetic programming

Picasso
A CNN visualizer

Models

PAAC
Open source implementation of the PAAC algorithm presented in Efficient Parallel Methods for Deep Reinforcement Learning

Interactive Deep Colorization
Deep learning software for colorizing black and white images with a few clicks.

FCN
Chainer Implementation of Fully Convolutional Networks.

Libraries

CoreOS zetcd
Serve the Apache Zookeeper API but back it with an etcd cluster

OpenAI Baselines
High-quality implementations of reinforcement learning algorithms

Grenade
Practical Deep Learning in Haskell

Skater
Python Library for Model Agnostic Interpretation

clDNN
Compute Library for Deep Neural Networks (clDNN)


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Weekly BigData & ML Roundup – May 18, 2017

Examples

Machine Learning in Production
Some thoughts on how to use machine learning in production

Tensorflow Programs and Tutorials
Implementations of CNNs, RNNs, GANs, etc

Toolsets

Insights
Self-hosted “SQL-not-required” data analytics and visualisation tool.

CNN Benchmarks
Benchmarks for popular CNN models

Britecharts
Client-side reusable Charting Library based on D3.js

Plotnine
A grammar of graphics for Python

Chazutsu
The tool to make NLP datasets ready to use

Models

Deep Chat Models
Conversation models in TensorFlow.

FCIS
Fully Convolutional Instance-aware Semantic Segmentation

pyGAM
Generalized Additive Models in Python

Facebook clevr-iep
Inferring and Executing Programs for Visual Reasoning

Libraries

Goka
A compact yet powerful distributed stream processing library for Apache Kafka written in Go.

NMSLIB
A similarity search library and a toolkit for evaluation of k-NN methods for generic non-metric spaces

MISP Taxonomies
Taxonomies used in MISP taxonomy system and can be used by other information sharing tool.

pygdf
GPU open analytics initiative

Frameworks

Apache Trafodion (incubating)
A webscale SQL-on-Hadoop solution enabling transactional or operational workloads on Apache Hadoop.


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