microsoft.md

Microsoft

Microsoft currently holds 3436 public repositories out of which 94 are related to data science and machine learning.

Last Updated On:09-07-20

Newly Added

Name	Description	Language	Stars	License
DeepSpeed	DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.	Python	2685	MIT License
hummingbird	Hummingbird compiles trained ML models into tensor computation for faster inference.	Python	1484	MIT License
tf2-gnn	TensorFlow 2 library implementing Graph Neural Networks	Python	198	MIT License
DisentangledFaceGAN	Disentangled and Controllable Face Image Generation via 3D Imitative-Contrastive Learning (CVPR 2020 Oral)	Python	158	MIT License
transductive-vos.pytorch	a transductive approach for video object segmentation	Python	73	N/A
ptgnn	A PyTorch Graph Neural Network Library	Python	72	MIT License
DeBERTa	The implementation of DeBERTa	Python	61	MIT License
rat-sql	A relation-aware semantic parsing model from English to SQL	Python	55	MIT License
hyperspace	An open source indexing subsystem that brings index-based query acceleration to Apache Spark™ and big data workloads.	Scala	50	Apache License 2.0
blackbox-smoothing	Provably defending pretrained classifiers including the Azure, Google, AWS, and Clarifai APIs	Jupyter Notebook	48	MIT License
FairMOT	This project provides an official implementation of our recent work on real-time multi-object tracking in videos. The previous works conduct object detection and tracking with two separate models so they are very slow. In contrast, we propose a one-stage solution which does detection and tracking with a single network by elegantly solving the alignment problem. The resulting approach achieves groundbreaking results in terms of both accuracy and speed: (1) it ranks first among all the trackers on the MOT challenges; (2) it is significantly faster than the previous state-of-the-arts. In addition, it scales gracefully to handle a large number of objects.	Python	42	MIT License
sql-spark-connector	Apache Spark Connector for SQL Server and Azure SQL	Scala	33	Apache License 2.0
statopt	Statistical adaptive stochastic optimization methods	Python	29	MIT License
inmt	Interactive Neural Machine Translation tool	Jupyter Notebook	24	MIT License
P.808	This is an open-source implementation of the ITU P.808 standard for "Subjective evaluation of speech quality with a crowdsourcing approach" (see https://www.itu.int/rec/T-REC-P.808/en). It uses Amazon Mechanical Turk as the crowdsourcing platform. It includes implementations for Absolute Category Rating (ACR), Degradation Category Rating (DCR), and Comparison Category Rating (CCR).	HTML	22	MIT License
archai	Reproducible Rapid Research for Neural Architecture Search (NAS)	Python	22	Other
onnxruntime-training-examples	Examples for using ONNX Runtime for model training.	Python	21	MIT License
MIMICS	MIMICS: A Large-Scale Data Collection for Search Clarification	N/A	21	MIT License
SGN	This is the implementation of CVPR2020 paper “Semantics-Guided Neural Networks for Efficient Skeleton-Based Human Action Recognition”.	Python	19	MIT License
spacy-ann-linker	spaCy pipeline component for generating spaCy KnowledgeBase Alias Candidates for Entity Linking	Python	16	MIT License
vs-intellicode	VS IntelliCode GitHub Action used for IntelliCode CI tools, such as Model Training.	TypeScript	15	MIT License
ZipLine	Text clustering algorithm, implemented in .NET	C#	13	MIT License
topologic	A python library for intelligently building networks and network embeddings, and for analyzing connected data.	Python	12	MIT License
reconner	ReconNER, Debug annotated Named Entity Recognition (NER) data for inconsistencies and get insights on improving the quality of your data.	Python	12	MIT License
SmartKG	This project accepts excel files as input which contains the description of a Knowledge Graph (Vertexes and Edges) and convert it into an in-memory Graph Store. This project implements APIs to search/filter/get nodes and relations from the in-memory Knowledge Graph. This project also provides a dialog management framework and enable a chatbot based on its knowledge graph.	C#	10	MIT License
EA-VQ-VAE	This repo provides the code for the ACL 2020 paper "Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoder"	Python	10	Other
MixingBoard	a Knowledgeable Stylized Integrated Text Generation Platform	Python	9	MIT License
AirSim-Drone-Racing-Lab	A framework for drone racing research, built on Microsoft AirSim.	Python	8	MIT License
roman	Python library for real-time control of a robotic manipulator	Python	7	MIT License
aml-acceleration-template	A template repository for quickly adopting Azure Machine Learning	Python	7	MIT License
Synapse-AI-Retail-Recommender	This Solution Accelerator is an end-to-end example on how to enable personalized customer experiences for retail scenarios by leveraging Azure Synapse Analytics, Azure Machine Learning Services, and other Azure Big Data services	TypeScript	6	MIT License
AcousticScatteringData	Synthetic exterior acoustic scattering data and sample parsing code.	MATLAB	5	N/A
FeatureBroker	A library for collecting features and performing inference of machine learning evaluations based on those features, useful especially in situations where the feature publishing software components are strongly decoupled from the software components that wish to exploit those features in machine learning models.	C++	5	MIT License
sqlworkshops-k8stobdc	Kubernetes Course for SQL Server Big Data Clusters	N/A	3	Other
data-science-sandbox	Azure-hosted sandbox environment to enable third-parties to collaborate on data science solutions over protected data sets	N/A	2	MIT License
data-contest-toolkit	A toolkit for conducting machine learning trials against confidential data	TypeScript	2	MIT License
MSMARCODocumentRanking	Document Ranking on MSMARCO	N/A	2	Other
sqlworkshops-sqlmlsvc	Workshop for SQL Server Machine Learning Services	Jupyter Notebook	2	Other
arcade-swarm-animation	Swarm animation for MakeCode Arcade	TypeScript	2	MIT License
ContextualSP	The official code of our paper "How Far are We from Effective Context Modeling? An Exploratory Study on Semantic Parsing in Context"	Python	2	MIT License
News-Threads	The News Threads pipeline processes large volumes of document content, using machine learning to find derived text fragments and trace them to their original sources. The backend pipeline is written for Python.	Python	2	MIT License
vscode-simple-jupyter-notebook	Simple jupyter notebook for exploration purposes	TypeScript	2	MIT License
Multi_Species_Bioacoustic_Classification	Multi-species bioacoustic classification using deep learning algorithms	Python	1	MIT License
sensus	Ensemble Named Entity Recognition with Consensus	N/A	1	MIT License
FRSGrabChallenge	Hello students! This Future Ready Skills Challenge provides a self-paced learning path for data science and machine learning. After completing foundational content, a challenge by Grab will be available for you to test your skills.	N/A	1	MIT License
automl_utils	Utilities to streamline the creation and evaluation of AutoML algorithms.	Python	1	Other
A-TALE-OF-THREE-CITIES	Analyzing the safety (311) dataset published by Azure Open Datasets for Chicago, Boston and New York City using SparkR, SParkSQL, Azure Databricks, visualization using ggplot2 and leaflet. Focus is on descriptive analytics, visualization, clustering, time series forecasting and anomaly detection.	R	1	MIT License
fhir-codegen	Tools for code generation based on the FHIR specification.	C#	0	MIT License
SynapseInPractice	Examples and Guidance on Using Azure Synapse Analytics to Tackle Real-World Data Science Problems	N/A	0	MIT License
aed-learn-data-science-videos	This repo will be the initial development of the Data Science Learn modules to go along with the CH9 video series.	N/A	0	MIT License

Highly Rated

Name	Description	Language	Stars	License
CNTK	Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit	C++	16818	Other
LightGBM	A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.	C++	11213	MIT License
AirSim	Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research	C++	10325	Other
ai-edu	AI education materials for Chinese students, teachers and IT professionals.	HTML	7969	Other
recommenders	Best Practices on Recommendation Systems	Jupyter Notebook	7699	MIT License
nni	An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.	Python	6452	MIT License
botframework-sdk	Bot Framework provides the most comprehensive experience for building conversation applications.	Python	6120	MIT License
ailab	Experience, Learn and Code the latest breakthrough innovations with Microsoft AI	C#	5601	MIT License
nlp-recipes	Natural Language Processing Best Practices & Examples	Python	4972	MIT License
MMdnn	MMdnn is a set of tools to help users inter-operate among different deep learning frameworks. E.g. model conversion and visualization. Convert models between Caffe, Keras, MXNet, Tensorflow, CNTK, PyTorch Onnx and CoreML.	Python	4818	MIT License
SandDance	Visually explore, understand, and present your data.	TypeScript	4419	MIT License
SPTAG	A distributed approximate nearest neighborhood search (ANN) library which provides a high quality vector index build, search and distributed online serving toolkits for large scale vector search scenario.	C++	3733	MIT License
ApplicationInspector	A source code analyzer built for surfacing features of interest and other characteristics to answer the question 'what's in it' using static analysis with a json based rules engine. Ideal for scanning components before use or detecting feature level changes.	C#	3612	MIT License
malmo	Project Malmo is a platform for Artificial Intelligence experimentation and research built on top of Minecraft. We aim to inspire a new generation of research into challenging new problems presented by this unique environment. --- For installation instructions, scroll down to Getting Started below, or visit the project page for more information:	Java	3550	MIT License
Quantum	Microsoft Quantum Development Kit Samples	PowerShell	2960	MIT License
tensorwatch	Debugging, monitoring and visualization for Python Machine Learning and Data Science	Jupyter Notebook	2867	MIT License
computervision-recipes	Best Practices, code samples, and documentation for Computer Vision.	Jupyter Notebook	2851	MIT License
DMTK	Microsoft Distributed Machine Learning Toolkit	N/A	2763	MIT License
service-fabric	Service Fabric is a distributed systems platform for packaging, deploying, and managing stateless and stateful distributed applications and containers at large scale.	C++	2749	MIT License
QuantumKatas	Tutorials and programming exercises for learning Q# and quantum computing	Jupyter Notebook	2645	MIT License
VoTT	Visual Object Tagging Tool: An electron app for building end to end Object Detection Models from Images and Videos.	TypeScript	2637	MIT License
onnxruntime	ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator	C++	2563	MIT License
dowhy	DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.	Python	2051	MIT License
human-pose-estimation.pytorch	The project is an official implement of our ECCV2018 paper "Simple Baselines for Human Pose Estimation and Tracking(https://arxiv.org/abs/1804.06208)"	Python	1940	MIT License
GraphEngine	Microsoft Graph Engine	C#	1879	Other
pai	Resource scheduling and cluster management for AI	JavaScript	1757	MIT License
AutonomousDrivingCookbook	Scenarios, tutorials and demos for Autonomous Driving	Jupyter Notebook	1643	MIT License
forecasting	Time Series Forecasting Best Practices & Examples	Python	1315	MIT License
NeuronBlocks	NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego	Python	1315	MIT License
unilm	UniLM - Unified Language Model Pre-training / Pre-training for NLP and Beyond	Python	1197	MIT License
BotFramework-WebChat	A highly-customizable web-based client for Azure Bot Services.	JavaScript	1096	MIT License
presidio	Context aware, pluggable and customizable data protection and anonymization service for text and images	Go	1036	MIT License
Mobius	C# and F# language binding and extensions to Apache Spark	C#	924	MIT License
rDSN	Robust Distributed System Nucleus (rDSN) is an open framework for quickly building and managing high performance and robust distributed systems.	C++	920	MIT License
gated-graph-neural-network-samples	Sample Code for Gated Graph Neural Networks	Python	896	MIT License
EdgeML	This repository provides code for machine learning algorithms for edge devices developed at Microsoft Research India.	C++	856	Other
DialoGPT	Large-scale pretraining for dialogue	Python	850	MIT License
EconML	ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.	Jupyter Notebook	849	MIT License
TextWorld	​TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.	Python	823	Other
LightLDA	Scalable, fast, and lightweight system for large-scale topic modeling	C++	800	Other
Multiverso	Parameter server framework for distributed machine learning	C++	753	MIT License
azure-pipelines-image-generation	Azure Pipelines VM image generation for Microsoft-hosted CI/CD	PowerShell	726	MIT License
BuildXL	Microsoft Build Accelerator	C#	628	MIT License
MCW	Microsoft Cloud Workshop Project	N/A	616	Other