A curated list of references for MLOps
☆13,927Nov 21, 2024Updated last year
Alternatives and similar repositories for awesome-mlops
Users that are interested in awesome-mlops are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning☆20,591Updated this week
- A curated list of awesome MLOps tools☆5,164Apr 29, 2026Updated last month
- 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.☆29,647Jul 18, 2024Updated last year
- Free MLOps course from DataTalks.Club☆14,722May 3, 2026Updated last month
- Learn how to design, develop, deploy and iterate on production-grade ML applications.☆3,379Aug 16, 2024Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- ☆8,870Sep 22, 2024Updated last year
- ♾️ CML - Continuous Machine Learning | CI/CD for ML☆4,177Jun 2, 2025Updated last year
- The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, a…☆26,338Updated this week
- Learn how to develop, deploy and iterate on production-grade ML applications.☆47,847Mar 4, 2026Updated 3 months ago
- A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dm…☆10,410Apr 15, 2023Updated 3 years ago
- MLOps examples☆2,095Aug 2, 2024Updated last year
- ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.☆5,432Updated this week
- Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. Fro…☆7,569May 2, 2026Updated last month
- The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!☆8,664Updated this week
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- 🦉 Data Versioning and ML Experiments☆15,638May 27, 2026Updated last week
- 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.☆23,616Updated this week
- The Open Source Feature Store for AI/ML☆7,066Updated this week
- Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.☆12,611Aug 31, 2023Updated 2 years ago
- Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and…☆10,867Jun 1, 2026Updated last week
- Always know what to expect from your data.☆11,531Jun 1, 2026Updated last week
- Data science interview questions and answers☆10,027Jun 1, 2026Updated last week
- The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.☆12,546Apr 19, 2026Updated last month
- Build, Manage and Deploy AI/ML Systems☆10,114Updated this week
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- A guideline for building practical production-level deep learning systems to be deployed in real world applications.☆4,638Jun 13, 2025Updated 11 months ago
- Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.☆31,168Jun 1, 2026Updated last week
- An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models☆4,752Mar 23, 2026Updated 2 months ago
- Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML va…☆4,019Dec 28, 2025Updated 5 months ago
- In this repository, I will share some useful notes and references about deploying deep learning-based models in production.☆4,380Nov 9, 2024Updated last year
- 📺 Discover the latest machine learning / AI courses on YouTube.☆17,230Jan 22, 2024Updated 2 years ago
- https://huyenchip.com/ml-interviews-book/☆4,640Mar 21, 2025Updated last year
- ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling …☆6,721May 31, 2026Updated last week
- The fastai book, published as Jupyter Notebooks☆25,009Aug 16, 2024Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- CDF SIG MLOps☆631Nov 30, 2024Updated last year
- Cleanlab's open-source library is the standard data-centric AI package for data quality and machine learning with messy, real-world data …☆11,491Jan 13, 2026Updated 4 months ago
- 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal model…☆161,309Updated this week
- A game theoretic approach to explain the output of any machine learning model.☆25,498Updated this week
- Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.☆42,789Updated this week
- 📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.☆2,892Mar 17, 2023Updated 3 years ago
- A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)☆7,473Oct 4, 2024Updated last year