A curated list of references for MLOps
☆13,853Nov 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☆20,374Updated this week
- A curated list of awesome MLOps tools☆5,094Mar 20, 2026Updated 3 weeks ago
- 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.☆28,767Jul 18, 2024Updated last year
- Free MLOps course from DataTalks.Club☆14,453Dec 1, 2025Updated 4 months ago
- Learn how to design, develop, deploy and iterate on production-grade ML applications.☆3,333Aug 16, 2024Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- ☆8,788Sep 22, 2024Updated last year
- ♾️ CML - Continuous Machine Learning | CI/CD for ML☆4,172Jun 2, 2025Updated 10 months ago
- The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, a…☆25,280Updated this week
- Learn how to develop, deploy and iterate on production-grade ML applications.☆47,272Mar 4, 2026Updated last month
- A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dm…☆10,329Apr 15, 2023Updated 3 years ago
- MLOps examples☆2,085Aug 2, 2024Updated last year
- ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.☆5,334Updated this week
- Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. Fro…☆7,385Mar 30, 2026Updated 2 weeks ago
- The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!☆8,580Updated this week
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- 🦉 Data Versioning and ML Experiments☆15,524Apr 7, 2026Updated last week
- 🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.☆23,411Apr 9, 2026Updated last week
- The Open Source Feature Store for AI/ML☆6,956Updated this week
- Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.☆12,460Aug 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…☆10,822Updated this week
- Always know what to expect from your data.☆11,391Updated this week
- Data science interview questions and answers☆9,897Apr 8, 2026Updated last week
- The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.☆12,489Mar 26, 2026Updated 3 weeks ago
- Build, Manage and Deploy AI/ML Systems☆10,040Updated this week
- Deploy open-source AI quickly and easily - Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- A guideline for building practical production-level deep learning systems to be deployed in real world applications.☆4,621Jun 13, 2025Updated 10 months ago
- Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.☆31,042Apr 7, 2026Updated last week
- An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models☆4,740Mar 23, 2026Updated 3 weeks ago
- Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML va…☆4,001Dec 28, 2025Updated 3 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.☆17,146Jan 22, 2024Updated 2 years ago
- https://huyenchip.com/ml-interviews-book/☆4,591Mar 21, 2025Updated last year
- ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling …☆6,615Updated this week
- The fastai book, published as Jupyter Notebooks☆24,856Aug 16, 2024Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- CDF SIG MLOps☆628Nov 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 …☆11,420Jan 13, 2026Updated 3 months ago
- 🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal model…☆159,455Updated this week
- A game theoretic approach to explain the output of any machine learning model.☆25,286Updated this week
- 📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.☆2,881Mar 17, 2023Updated 3 years ago
- Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.☆42,054Apr 10, 2026Updated last week
- Public repo for DeepLearning.AI MLEP Specialization☆1,957Oct 28, 2024Updated last year