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jRuby Mahout

github.com

JRuby Mahout is a gem that unleashes the power of Apache Mahout in the world of JRuby. [Deprecated]

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[Deprecated]

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Some Machine Learning algorithms, implemented in Ruby. [Deprecated]

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Curated list of ML related resources for Ruby.

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UEA Stemmer

github.com

Ruby port of UEALite Stemmer - a conservative stemmer for search and indexing.

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Stemmer

github.com

Expose libstemmerc to Ruby. [Deprecated]

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Treat

github.com

Text Retrieval and Annotation Toolkit, definitely the most comprehensive toolkit I’ve encountered so far for Ruby.

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Curated link list for practical natural language processing in Ruby.

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EspNet

github.com

ESPnet is an end-to-end speech processing toolkit for tasks like speech recognition, translation, and enhancement, using PyTorch and Kaldi-style data processing.

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Gym4ReaL

github.com

Gym4ReaL is a comprehensive suite of realistic environments designed to support the development and evaluation of RL algorithms that can operate in real-world scenarios. The suite includes a diverse set of tasks exposing RL algorithms to a variety of practical challenges.

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DI-engine

github.com

DI-engine is a generalized Decision Intelligence engine. It supports most basic deep reinforcement learning (DRL) algorithms, such as DQN, PPO, SAC, and domain-specific algorithms like QMIX in multi-agent RL, GAIL in inverse RL, and RND in exploration problems.

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RLlib

github.com

RLlib is an industry level, highly scalable RL library for tf and torch, based on Ray. It's used by companies like Amazon and Microsoft to solve real-world decision making problems at scale.

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Maze

github.com

Application-oriented deep reinforcement learning framework addressing real-world decision problems.

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metaworld

github.com

An open source robotics benchmark for meta- and multi-task reinforcement learning

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garage

github.com

A toolkit for reproducible reinforcement learning research

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Coach

github.com

Reinforcement Learning Coach by Intel® AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms

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SLM Lab

github.com

Modular Deep Reinforcement Learning framework in PyTorch.

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Retro

github.com

Retro Games in Gym

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Roboschool

github.com

Open-source software for robot simulation, integrated with OpenAI Gym.

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ViZDoom

github.com

ViZDoom allows developing AI bots that play Doom using only the visual information (the screen buffer). It is primarily intended for research in machine visual learning, and deep reinforcement learning, in particular.

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Serpent.AI

github.com

Serpent.AI is a game agent framework that allows you to turn any video game you own into a sandbox to develop AI and machine learning experiments. For both researchers and hobbyists.

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Gymnasium

github.com

A library for developing and comparing reinforcement learning algorithms (successor of [gym])(https://github.com/openai/gym).

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DeepMind Lab

github.com

DeepMind Lab is a 3D learning environment based on id Software's Quake III Arena via ioquake3 and other open source software. Its primary purpose is to act as a testbed for research in artificial intelligence, especially deep reinforcement learning.

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wine-quality

github.com

Predicting wine quality.

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Predicting closed questions on Stack Overflow.

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Kaggle Merck

github.com

Merck challenge at Kaggle.

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Kaggle Gender

github.com

A Kaggle competition: discriminate gender based on handwriting.

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Winning solution for the Galaxy Challenge on Kaggle.

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Kaggle Dogs vs. Cats - Code for Kaggle Dogs vs. Cats competition.

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kaggle-bestbuy_big

github.com

Code for the Best Buy competition at Kaggle.

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kaggle amazon

github.com

Amazon access control challenge.

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Predicting job salaries from ads - a Kaggle competition.

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Code for Accelerometer Biometric Competition at Kaggle.

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kaggle-blackbox

github.com

Deep learning made easy.

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kaggle-cifar

github.com

Code for the CIFAR-10 competition at Kaggle, uses cuda-convnet.

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kaggle insults

github.com

Kaggle Submission for "Detecting Insults in Social Commentary".

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wiki challenge

github.com

An implementation of Dell Zhang's solution to Wikipedia's Participation Challenge on Kaggle.

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> source code for Toxic Comment Classification Challenge.

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> source code and experiments results for Santander Value Prediction Challenge.

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> source code and experiments results for 2018 Data Science Bowl.

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> source code and experiments results for Airbus Ship Detection Challenge.

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> source code and experiments results for TGS Salt Identification Challenge.

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> source code and experiments results for Google AI Open Images - Object Detection Track.

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> source code and experiments results for Home Credit Default Risk.

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Scikit-Survival

github.com

scikit-survival is a Python module for survival analysis built on top of scikit-learn. It allows doing survival analysis while utilizing the power of scikit-learn, e.g., for pre-processing or doing cross-validation.

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lifelines

github.com

lifelines is a complete survival analysis library, written in pure Python

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Tonic

github.com

A library that makes downloading publicly available neuromorphic datasets a breeze and provides event-based data transformation/augmentation pipelines.

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