awesome-mlops

A curated list of tools, frameworks, platforms, and resources for Machine Learning Operations (MLOps).
https://github.com/awesomelistsio/awesome-mlops

Last synced: about 23 hours ago
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CI/CD for ML
- ZenML - ready pipelines.
- Kubeflow Pipelines - to-end ML workflows on Kubernetes.
- Flyte
- Metaflow - developed tool for real-world ML pipelines.
- Kubeflow Pipelines - to-end ML workflows on Kubernetes.
- Flyte
- Dagster
General Resources
Model Development & Experiment Tracking
- MLflow - source platform for managing the ML lifecycle, including experimentation and reproducibility.
- Neptune.ai
- MLflow - source platform for managing the ML lifecycle, including experimentation and reproducibility.
- Neptune.ai
- Sacred
- Sacred
Model Deployment
- Seldon Core
- KFServing (KServe) - based model serving with autoscaling and inference graph support.
- BentoML
- MLServer
- Seldon Core
- KFServing (KServe) - based model serving with autoscaling and inference graph support.
- BentoML
- MLServer
Model Monitoring
- Evidently
- WhyLabs
- Arize AI
- Fiddler AI
- Evidently
- WhyLabs
- Arize AI
- Fiddler AI
Model Governance & Fairness
Data Versioning & Management
- LakeFS - like operations for data lakes.
- Delta Lake
- Pachyderm
- Feast
- DVC (Data Version Control) - like version control for datasets and ML pipelines.
- LakeFS - like operations for data lakes.
- Delta Lake
- Pachyderm
- Feast
Related Awesome Lists
Frameworks & Platforms
- Tecton - grade feature store.
- Airflow
- Metaflow - centric workflow tool for ML.
- Tecton - grade feature store.
- Airflow
- Dagster
Courses & Learning

Programming Languages

Python 11 Jupyter Notebook 3 HTML 2

Categories

Data Versioning & Management 9 Model Monitoring 8 Model Deployment 8 CI/CD for ML 7 Frameworks & Platforms 6 Model Development & Experiment Tracking 6 Courses & Learning 6 Model Governance & Fairness 5 Related Awesome Lists 5 General Resources 3 License 1

Sub Categories

Keywords

machine-learning 15 mlops 11 production-machine-learning 4 machine-learning-operations 4 kubernetes 4 llm-inference 4 model-serving 4 xgboost 4 deep-learning 4 generative-ai 4 python 4 llmops 4 llm 4 model-monitoring 3 awesome 3 awesome-list 3 infrastructure 2 inference-platform 2 mongodb 2 reproducibility 2 reproducible-research 2 ai-inference 2 reproducible-science 2 tensorflow 2 sklearn 2 service-mesh 2 pytorch 2 aiops 2 model-interpretability 2 deployment 2 kubeflow 2 kserve 2 knative 2 serving 2 k8s 2 artificial-intelligence 2 genai 2 istio 2 responsible-ai 2 production-ml 2 privacy-preserving-ml 2 privacy-preserving-machine-learning 2 privacy-preserving 2 ml-ops 2 ml-operations 2 large-scale-ml 2 large-scale-machine-learning 2 interpretability 2 explainability 2 data-mining 2