MLSys and MLOps Community (MLSysOps)

MLSys and MLOps Community

MLSysOps

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A Community of Awesome Machine Learning System and Operation Projects

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MLSys and MLOps Community's repositories

Active-Learning-as-a-Service

A scalable & efficient active learning/data selection system for everyone.

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MIGProfiler

Multi-Instance-GPU profiling tool

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DataCI

A platform for tracking data-centric AI pipelines in dynamic streaming data

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Ray-CL-Demo

A demo to show how to use ray tune as a trainer to provide ray serve with the continual learning power

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Awesome-GPU

Awesome resources for GPUs

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awesome-ml-testing

Awesome material(papers, tools, etc.) about testing machine learning system, including deep learning system.

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Deep-Learning-in-Production

In this repository, I will share some useful notes and references about deploying deep learning-based models in production.

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deepchecks

Test Suites for Validating ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.

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MLOpsTemplate

Providing tools and templates to facilitate modern MLOps practices

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mlsysops.github.io

Share some useful notes and references about AI engineering

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postgresml

PostgresML is an end-to-end machine learning system. It enables you to train models and make online predictions using only SQL, without your data ever leaving your favorite database.

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sagify

MLOps for AWS SageMaker

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xmodaler

X-modaler is a versatile and high-performance codebase for cross-modal analytics.

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awesome-mlops

:sunglasses: A curated list of awesome MLOps tools

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mlsysops.github.io.archive

Web application for AI engineering

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