| 1 | Made-With-ML
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| GokuMohandas | Jupyter Notebook · ⭐48,942 | 99.8 | Learn how to develop, deploy and iterate on production-grade ML applications. |
| 2 | airflow
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| apache | Python · ⭐46,352 | 97.8 | Apache Airflow - A platform to programmatically author, schedule, and monitor workflows |
| 3 | qdrant
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| qdrant | Rust · ⭐33,716 | 88 | Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdran |
| 4 | label-studio
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| HumanSignal | TypeScript · ⭐27,970 | 83.6 | Label Studio is a multi-type data labeling and annotation tool with standardized output format |
| 5 | mlflow
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| mlflow | Python · ⭐27,324 | 83.1 | 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- |
| 6 | serve
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| jina-ai | Python · ⭐21,863 | 78.9 | ☁️ Build multimodal AI applications with cloud-native stack |
| 7 | agents-towards-production
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| NirDiamant | Jupyter Notebook · ⭐21,222 | 78.4 | End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment. |
| 8 | awesome-production-machine-learning
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| EthicalML | — · ⭐20,814 | 78.1 | A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning |
| 9 | taipy
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| Avaiga | Python · ⭐19,338 | 76.9 | Turns Data and AI algorithms into production-ready web applications in no time. |
| 10 | ml-engineering
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| stas00 | Python · ⭐18,509 | 76.3 | Machine Learning Engineering Open Book |
| 11 | agent-lightning
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| 🇺🇸 microsoft | Python · ⭐17,435 | 75.5 | The absolute trainer to light up AI agents. |
| 12 | argo-workflows
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| argoproj | Go · ⭐16,863 | 75 | Workflow Engine for Kubernetes |
| 13 | weaviate
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| weaviate | Go · ⭐16,678 | 74.9 | Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with th |
| 14 | dagster
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| dagster-io | Python · ⭐15,922 | 74.3 | An orchestration platform for the development, production, and observation of data assets. |
| 15 | mlops-zoomcamp
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| DataTalksClub | Jupyter Notebook · ⭐15,047 | 73.6 | Free MLOps course from DataTalks.Club |
| 16 | nni
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| 🇺🇸 microsoft | Python · ⭐14,364 | 73.1 | An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-pa |
| 17 | awesome-mlops
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| visenger | — · ⭐14,119 | 72.9 | A curated list of references for MLOps |
| 18 | OpenLLM
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| bentoml | Python · ⭐12,449 | 71.6 | Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud. |
| 19 | tensorzero
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| tensorzero | Rust · ⭐11,729 | 71.1 | TensorZero is an open-source LLMOps platform that unifies an LLM gateway, observability, evaluation, optimization, and experimentation. |
| 20 | great_expectations
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| fivetran | Python · ⭐11,690 | 71 | Always know what to expect from your data. |
