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).

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