apache / airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
apache / airflow
mlflow / mlflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
stas00 / ml-engineering
Machine Learning Engineering Open Book
microsoft / agent-lightning
The absolute trainer to light up AI agents.
dagster-io / dagster
An orchestration platform for the development, production, and observation of data assets.
bentoml / OpenLLM
Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
fivetran / great_expectations
Always know what to expect from your data.
wandb / wandb
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
kedro-org / kedro
Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
skypilot-org / skypilot
The AI Compute Platform for frontier teams. SkyPilot turns fragmented AI compute into one AI supercomputer, so frontier AI teams build custom intelligence faster.
Netflix / metaflow
Build, Manage and Deploy AI/ML Systems
bentoml / BentoML
The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!
feast-dev / feast
The Open Source Feature Store for AI/ML
clearml / clearml
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
aimhubio / aim
Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.
Giskard-AI / giskard-oss
🐢 Open-Source Evaluation & Testing library for LLM Agents
zenml-io / zenml
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.
argilla-io / argilla
Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
alvinreal / awesome-opensource-ai
Curated list of the best truly open-source AI projects, models, tools, and infrastructure. Daily updated.
SwanHubX / SwanLab
⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / verl / LLaMA Factory / ms-swift / Ultralytics / MMEngine / Keras etc.
TarrySingh / Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials
Synapsa Commons: free, hands-on AI courses that run anywhere (Colab, Kaggle, Binder, Codespaces, Jupyter). EU AI Act conformity evidence, model validation, predictive maintenance, document extraction, retrieval and RAG, AI agents and MCP, a simulated humanoid. Every lesson autograded. From the team building Synapsa.
superlinked / sie
Open-source inference server and production cluster for all the models your agent needs.
vllm-project / vllm-ascend
Community maintained hardware plugin for vLLM on Huawei Ascend
datachain-ai / datachain
The Context Layer for unstructured data: typed, versioned datasets over S3, GCS, Azure
apache / burr
Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.
data-infra / cube-studio
cubestudio开源云原生一站式机器学习/深度学习/大模型AI平台/MaaS/mlops/人工智能平台/训推平台，算法全链路流程，多租户，算力租赁平台，token中转，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务，VGPU虚拟化，云边端协同，边缘计算，自动化标注平台，deepseek等大模型sft微调/奖励模型/强化学习训练，vllm/ollama/mindie大模型多机推理，私有知识库llmops智能体，AI模型市场，支持国产异构算力调度,昇腾/寒武纪/海光/摩尔/沐曦等，支持ib/roce/RDMA，信创支持
SemiAnalysisAI / InferenceX
Open Source AI Accelerator Research Platform Standard / 开源推理研究平台
kubeflow / katib
Automated Machine Learning on Kubernetes
mlrun / mlrun
MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.
fmind / mlops-python-package
Production-shaped MLOps Python package and reference implementation of the MLOps Coding Course: MLflow, scikit-learn, Pydantic, Pandera, uv, and mise.
mosecorg / mosec
A high-performance ML model serving framework, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine
lightly-ai / lightly-studio
LightlyStudio - The Unified Data Platform for Multimodal ML
SkafteNicki / dtu_mlops
Exercises and supplementary material for the machine learning operations course at DTU.
nuclia / nucliadb
NucliaDB, The AI Search database for RAG
mlcommons / ck
Collective Knowledge (CK), Collective Mind (CM/CMX) and MLPerf automations: community-driven projects to learn how to run AI, ML, and other emerging workloads more efficiently and cost-effectively across diverse models, datasets, software, and hardware using MLPerf methodology and benchmarks.
skops-dev / skops
skops is a Python library helping you share your scikit-learn based models and put them in production
CerebriumAI / examples
Examples for Cerebrium Serverless GPUs
global-fde / awesome-fde-resources
A curated collection of resources, tools, practices, case studies, and opportunities for Forward Deployed Engineers.
jsdhwfmax / EvalForge
Evaluator-neutral AI evaluation evidence, baseline regression gates, and JSON, JUnit, and SARIF reports for CI.
led829155-droid / RecSys-MLops
Production-style end-to-end e-commerce recommendation platform with data engineering, MLOps, serving, governance, and observability on Kubernetes.
tomerglick57 / Jevstiller
Distill a repeated Jev classification task into a local model, on the fly — same answers, your hardware.
MLOpsMENACommunity / mlops_practitioner_course
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00200200 / repro-lens
Static reproducibility checks, experiment replay, and verification for ML pipelines.
selvarajmurugesan90 / ops-engineering-skills
Open-source, cross-agent Agent Skills for DevOps, DevSecOps, Cloud, Kubernetes/platform engineering, CI/CD tooling, GitOps/Argo, policy, security scanning, SRE, standards/compliance, MLOps, AgentOps, and enterprise collaboration. Build once, use in Claude Code, GitHub Copilot, OpenAI Codex, Cursor and Gemini CLI.
talhaanwarch / awesome-llmops-platforms
Curated list of open-source LLMOps tools: tracing, evals, AI gateways, guardrails and prompt management. Sorted by stars, refreshed weekly.
Tenosra / Proxima
Proxima lets existing GPUs serve 4x more concurrent requests
zencefilefendi / kadi
⚖️ Kadı — a calibrated judge in front of your frontier LLM. Routine decisions answered locally with a conformal-prediction guarantee (≤ α disagreement with the oracle); everything else escalated and learned from. Zero-dependency Python.