mlops

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GokuMohandas /Made-With-ML

Star45.1k

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

python data-science machine-learning natural-language-processing deep-learning pytorch data-engineering ray data-quality distributed-training mlops distributed-ml llms

UpdatedAug 18, 2024
Jupyter Notebook

apache /airflow

Star43.6k

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

python workflow data-science machine-learning airflow automation etl workflow-engine scheduler apache orchestration data-engineering data-integration elt data-pipelines dag apache-airflow mlops workflow-orchestration data-orchestrator

UpdatedDec 17, 2025
Python

qdrant /qdrant

Sponsor

Star27.7k

Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloudhttps://cloud.qdrant.io/

search search-engine machine-learning neural-network nearest-neighbor-search image-search recommender-system search-engines similarity-search ai-search knn-algorithm mlops hnsw vector-search vector-database neural-search vector-search-engine embeddings-similarity ai-search-engine

UpdatedDec 17, 2025
Rust

HumanSignal /label-studio

Star25.9k

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

computer-vision deep-learning image-annotation annotation annotations dataset yolo image-classification labeling datasets semantic-segmentation annotation-tool text-annotation boundingbox image-labeling labeling-tool mlops image-labelling-tool data-labeling label-studio

UpdatedDec 17, 2025
TypeScript

The open source developer platform to build AI agents and models with confidence. Enhance your AI applications with end-to-end tracking, observability, and evaluations, all in one integrated platform.

open-source machine-learning ai apache-spark evaluation ml openai agents observability model-management mlops mlflow agentops prompt-engineering ai-governance langchain llmops llm-evaluation

UpdatedDec 17, 2025
Python

jina-ai /serve

Star21.8k

☁️ Build multimodal AI applications with cloud-native stack

docker kubernetes machine-learning framework deep-learning microservice pipeline cncf grpc prometheus orchestration cloud-native jaeger multimodal mlops fastapi opentelemetry neural-search generative-ai llmops

UpdatedMar 24, 2025
Python

EthicalML /awesome-production-machine-learning

Star19.8k

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

machine-learning data-mining awesome deep-learning awesome-list interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning

UpdatedDec 16, 2025

Avaiga /taipy

Star19k

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

python workflow automation pipeline job-scheduler pipelines data-visualization orchestration datascience data-engineering developer-tools data-integration scenario hacktoberfest mlops data-ops scenario-analysis hacktoberfest2023 taipy-core taipy-gui

UpdatedDec 2, 2025
Python

argoproj /argo-workflows

Star16.3k

Workflow Engine for Kubernetes

kubernetes workflow machine-learning airflow workflow-engine cncf pipelines data-engineering argo k8s cloud-native batch-processing hacktoberfest dag gitops mlops knative argo-workflows

UpdatedDec 17, 2025
Go

stas00 /ml-engineering

Star16.1k

Machine Learning Engineering Open Book

training debugging machine-learning ai storage network scalability transformers slurm inference pytorch machine-learning-engineering gpus mlops large-language-models llm

UpdatedDec 10, 2025
Python

NirDiamant /agents-towards-production

Sponsor

Star15.9k

This repository delivers end-to-end, code-first tutorials covering every layer of production-grade GenAI agents, guiding you from spark to scale with proven patterns and reusable blueprints for real-world launches.

agent production tutorials multi-agent agents ai-agents mlops agent-framework llm llms generative-ai tool-integration genai

UpdatedDec 11, 2025
Jupyter Notebook

weaviate /weaviate

Star15.2k

Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.

search-engine information-retrieval grpc nearest-neighbor-search semantic-search-engine image-search recommender-system vectors approximate-nearest-neighbor-search semantic-search similarity-search mlops hnsw weaviate vector-search vector-database neural-search vector-search-engine hybrid-search generative-search

UpdatedDec 17, 2025
Go

dagster-io /dagster

Star14.6k

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

python metadata workflow data-science etl analytics scheduler orchestration data-engineering data-integration data-pipelines workflow-automation mlops dagster data-orchestrator

UpdatedDec 17, 2025
Python

microsoft /nni

Star14.3k

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

python data-science machine-learning deep-learning neural-network tensorflow machine-learning-algorithms pytorch distributed hyperparameter-optimization feature-engineering nas bayesian-optimization hyperparameter-tuning automl automated-machine-learning model-compression neural-architecture-search deep-neural-network mlops

UpdatedJul 3, 2024
Python

DataTalksClub /mlops-zoomcamp

Star13.9k

Free MLOps course from DataTalks.Club

machine-learning model-deployment mlops model-monitoring workflow-orchestration

UpdatedDec 1, 2025
Jupyter Notebook

visenger /awesome-mlops

Star13.5k

A curated list of references for MLOps

engineering devops data-science machine-learning ai ml software-engineering federated-learning mlops

UpdatedNov 21, 2024

bentoml /OpenLLM

Star12k

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

llama mistral fine-tuning mlops bentoml vicuna llm model-inference llmops llm-serving llm-inference open-source-llm llama2 openllm llm-ops llama3-1 llama3-2 llama3-2-vision

UpdatedDec 15, 2025
Python

great-expectations /great_expectations

Star11k

Always know what to expect from your data.

data-science pipeline exploratory-data-analysis eda data-engineering data-quality data-profiling datacleaner exploratory-analysis cleandata dataquality datacleaning mlops pipeline-tests pipeline-testing dataunittest data-unit-tests exploratorydataanalysis pipeline-debt data-profilers

UpdatedDec 17, 2025
Python

aws /amazon-sagemaker-examples

Star10.8k

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

training aws data-science machine-learning reinforcement-learning deep-learning examples jupyter-notebook inference sagemaker mlops

UpdatedDec 17, 2025
Jupyter Notebook

tensorzero /tensorzero

Star10.7k

TensorZero is an open-source stack for industrial-grade LLM applications. It unifies an LLM gateway, observability, optimization, evaluation, and experimentation.

python rust machine-learning ai deep-learning ml artificial-intelligence openai llama gpt mlops ml-engineering ai-engineering large-language-models llm llms generative-ai llmops anthropic genai

UpdatedDec 17, 2025
Rust

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