mlops

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

UpdatedJul 18, 2025
Rust

HumanSignal /label-studio

Star23.3k

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

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UpdatedJul 18, 2025
JavaScript

jina-ai /serve

Star21.7k

☁️ 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

Star18.8k

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

UpdatedJul 8, 2025

Avaiga /taipy

Star18.2k

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

UpdatedJun 29, 2025
Python

argoproj /argo-workflows

Star15.8k

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

UpdatedJul 18, 2025
Go

stas00 /ml-engineering

Star14.4k

Machine Learning Engineering Open Book

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

UpdatedJul 17, 2025
Python

microsoft /nni

Star14.2k

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

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

UpdatedJul 18, 2025
Go

dagster-io /dagster

Star13.6k

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

UpdatedJul 18, 2025
Python

visenger /awesome-mlops

Star13.2k

A curated list of references for MLOps

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

UpdatedNov 21, 2024

DataTalksClub /mlops-zoomcamp

Star13k

Free MLOps course from DataTalks.Club

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

UpdatedJul 2, 2025
Jupyter Notebook

bentoml /OpenLLM

Star11.6k

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

UpdatedJul 14, 2025
Python

aws /amazon-sagemaker-examples

Star10.6k

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

UpdatedJul 3, 2025
Jupyter Notebook

great-expectations /great_expectations

Star10.6k

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

UpdatedJul 17, 2025
Python

kedro-org /kedro

Star10.4k

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.

python machine-learning pipeline hacktoberfest machine-learning-engineering mlops kedro experiment-tracking