Top Mlops repositories

Repositories with the GitHub topic “mlops”: 39 repositories with 607k stars between them, mostly written in Python, Jupyter Notebook and Go. The highest-rated is apache/airflow, #577 on the bestofgithub Elo ladder.

Biggest movers this week

lance-format/lance

Open on GitHubRust

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

  • 1,573+26 Elo, change today
  • 7.3k stars
  • 943 forks
git
git clone https://github.com/lance-format/lance.git
  • apache-arrow
  • computer-vision
  • data-analysis
  • data-analytics

higgsfield-ai/higgsfield

Open on GitHubJupyter Notebook

Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters

  • 1,586+9 Elo, change today
  • 6.3k stars
  • 1.2k forks
  • archived
git
git clone https://github.com/higgsfield-ai/higgsfield.git
  • cluster-management
  • deep-learning
  • distributed
  • llama

mahseema/awesome-ai-tools

Open on GitHub

A curated list of Artificial Intelligence Top Tools

  • 1,630±0 Elo, change today
  • 6.5k stars
  • 2.6k forks
git
git clone https://github.com/mahseema/awesome-ai-tools.git
  • ai
  • ai-agent
  • ai-agents
  • ai-assistant

skypilot-org/skypilot

Open on GitHubPython

The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.

  • 1,639−3 Elo, change today
  • 10.8k stars
  • 1.3k forks
git
git clone https://github.com/skypilot-org/skypilot.git
  • cloud-computing
  • cloud-management
  • cost-optimization
  • deep-learning

feast-dev/feast

Open on GitHubPython

The Open Source Feature Store for AI/ML

  • 1,450+11 Elo, change today
  • 7.3k stars
  • 1.4k forks
git
git clone https://github.com/feast-dev/feast.git
  • big-data
  • data-engineering
  • data-quality
  • data-science

Top 39 on the Elo ladder

  1. #577
    apache/airflow

    Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

    1,948 Elo −3347.4kPython
  2. #799
    mlflow/mlflow

    The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug…

    1,895 Elo −1528.8kPython
  3. #897
    qdrant/qdrant

    Vector database and similarity search engine for embeddings, written in Rust.

    1,875 Elo −2335.5kRust
  4. #932
    GokuMohandas/Made-With-ML

    Learn how to develop, deploy and iterate on production-grade ML applications.

    1,869 Elo −5250kJupyter Notebook
  5. #1,365
    HumanSignal/label-studio

    Label Studio is a multi-type data labeling and annotation tool with standardized output format

    1,803 Elo −2328.6kTypeScript
  6. #1,690
    NirDiamant/agents-towards-production

    End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.

    1,762 Elo +921.9kJupyter Notebook
  7. #2,010
    microsoft/agent-lightning

    The absolute trainer to light up AI agents.

    1,726 Elo −3318.9kPython
  8. #2,289
    dagster-io/dagster

    An orchestration platform for the development, production, and observation of data assets.

    1,697 Elo +3716.4kPython
  9. #2,539
    stas00/ml-engineering

    Machine Learning Engineering Open Book

    1,672 Elo −119.7kPython
  10. #2,743
    EthicalML/awesome-production-machine-learning

    A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

    1,656 Elo −1221.1k
  11. #2,807
    DataTalksClub/mlops-zoomcamp

    Free MLOps course from DataTalks.Club. Register here 👇🏼 to get notified about the next cohort

    1,651 Elo −915.5kJupyter Notebook
  12. #2,965
    skypilot-org/skypilot

    The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier…

    1,639 Elo +3610.8kPython
  13. #3,093
    mahseema/awesome-ai-tools

    A curated list of Artificial Intelligence Top Tools

    1,630 Elo +406.5k
  14. #3,107
    argoproj/argo-workflows

    Workflow Engine for Kubernetes

    1,629 Elo −517kGo
  15. #3,441
    visenger/awesome-mlops

    A curated list of references for MLOps

    1,608 Elo −5714.2k
  16. #3,785
    higgsfield-ai/higgsfield

    Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with…

    1,586 Elo +746.3kJupyter Notebook
  17. #3,997
    aws/amazon-sagemaker-examples

    Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon…

    1,573 Elo +811kJupyter Notebook
  18. #4,001
    weaviate/weaviate

    Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector…

    1,573 Elo −2916.9kGo
  19. #4,014
    lance-format/lance

    Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector…

    1,573 Elo +897.3kRust
  20. #4,092
    jina-ai/serve

    ☁️ Build multimodal AI applications with cloud-native stack

    1,568 Elo −2321.8kPython
  21. #4,152
    Avaiga/taipy

    Turns Data and AI algorithms into production-ready web applications in no time.

    1,565 Elo −3819.4kPython
  22. #4,376
    fivetran/great_expectations

    Always know what to expect from your data.

    1,552 Elo +2011.9kPython
  23. #5,113
    chiphuyen/machine-learning-systems-design

    A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning…

    1,514 Elo +1010.7kHTML
  24. #5,339
    bentoml/OpenLLM

    Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

    1,504 Elo +912.6kPython
  25. #5,529
    microsoft/nni

    An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural…

    1,495 Elo −1514.3kPython
  26. #5,624
    Netflix/metaflow

    Build, Manage and Deploy AI/ML Systems

    1,491 Elo −710.3kPython
  27. #5,638
    evidentlyai/evidently

    Evidently is ​​an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or…

    1,490 Elo +98kJupyter Notebook
  28. #6,079
    kedro-org/kedro

    Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create…

    1,470 Elo −211kPython
  29. #6,131
    wandb/wandb

    The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation…

    1,468 Elo +411.3kPython
  30. #6,541
    pycaret/pycaret

    Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

    1,451 Elo +59.8kPython
  31. #6,550
    feast-dev/feast

    The Open Source Feature Store for AI/ML

    1,450 Elo +297.3kPython
  32. #6,666
    bentoml/BentoML

    The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines…

    1,446 Elo +128.9kPython
  33. #7,208
    flyteorg/flyte

    Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference on your k8s — in pure Python with…

    1,425 Elo +177.8kGo
  34. #7,719
    tensorzero/tensorzero

    TensorZero is an open-source LLMOps platform that unifies an LLM gateway, observability, evaluation, optimization, and…

    1,406 Elo −2611.7kRust
  35. #7,842
    activeloopai/deeplake

    Deeplake is AI Data Runtime for Agents. It provides serverless postgres with a multimodal datalake, enabling scalable…

    1,402 Elo +149.2kC++
  36. #8,330
    clearml/clearml

    ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline…

    1,382 Elo −26.9kPython
  37. #8,717
    GoogleCloudPlatform/agent-starter-pack

    Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and…

    1,365 Elo +26.5k
  38. #9,481
    SkalskiP/courses

    This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)

    1,320 Elo −86.4kPython
  39. #9,690
    aimhubio/aim

    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

    1,295 Elo −66.2kPython