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GokuMohandas/Made-With-ML

Learn to build production-grade ML applications with code and best practices

46.6K
Archived
Jupyter Notebook
ML Ops
Tutorials & Courses
Jupyter Notebook
#machine-learning#mlops#data-science

apache/airflow

Apache Airflow for workflow orchestration

44.5K
Active
Python
ETL & Pipelines
Background Jobs
Python
#airflow#data-pipelines#workflow-orchestration

qdrant/qdrant

Vector database for AI applications

29.3K
Active
Rust
Vector Databases
RAG & Vector
#vector-database#ai-search#embeddings-similarity

HumanSignal/label-studio

Open-source data labeling tool for AI/ML projects

26.6K
Active
TypeScript
Computer Vision
Testing
#data-labeling#annotation-tool#computer-vision

mlflow/mlflow

MLflow is an open-source platform for building, tracking, and deploying AI/ML models with end-to-end observability and evaluation tools.

24.6K
Active
Python
ML Ops
Agent Coordination
LangChain
#mlflow#ai-models#experiment-tracking

jina-ai/serve

Build and deploy AI services with cloud-native stack

21.8K
Experimental
Python
AI Model Serving
Containerization
Python
#cloud-native#ai-serving#docker

EthicalML/awesome-production-machine-learning

Curated list of open source libraries for deploying, monitoring, and scaling machine learning in production

20.2K
Active
ML Ops
#machine-learning#mlops#ai

Avaiga/taipy

Taipy is a Python library that helps developers turn data and AI algorithms into production-ready web apps quickly.

19.1K
Active
Python
Agents & Orchestration
Python
#data-engineering#data-ops#data-visualization

NirDiamant/agents-towards-production

End-to-end tutorials covering production-grade GenAI agents with reusable patterns and blueprints.

18.0K
Active
Jupyter Notebook
Agents & Orchestration
React
#agent#generative-ai#llms

stas00/ml-engineering

An open-source machine learning engineering reference with resources for training, deploying, and scaling AI models.

17.3K
Active
Python
LLM Frameworks
PyTorch
#machine-learning#deployment#scalability

argoproj/argo-workflows

Argo Workflows is a powerful open-source workflow engine for Kubernetes, enabling complex data processing and machine learning pipelines.

16.5K
Active
Go
ETL & Pipelines
Kubernetes
#kubernetes#pipelines#workflow

weaviate/weaviate

Weaviate is an open-source vector database that combines vector search with structured filtering and scalability.

15.7K
Active
Go
Vector Databases
#vector-search#semantic-search#similarity-search

microsoft/agent-lightning

A lightweight AI agent trainer for building agentic AI models.

15.3K
Active
Python
LLM Frameworks
React
#LLM#Reinforcement Learning#Agentic AI

dagster-io/dagster

An open-source data orchestration platform for developing, running, and observing data pipelines and workflows.

15.1K
Active
Python
ETL & Pipelines
Python
#data-engineering#data-orchestration#workflow-automation

microsoft/nni

An open-source AutoML toolkit for automating the machine learning lifecycle, including feature engineering, neural architecture search, and hyperparameter tuning.

14.3K
Archived
Python
ML Ops
PyTorch
#automated-machine-learning#automl#hyperparameter-tuning

DataTalksClub/mlops-zoomcamp

A free MLOps course that covers machine learning model deployment and monitoring

14.3K
Stable
Jupyter Notebook
MLOps
Jupyter Notebook
#machine-learning#model-deployment#model-monitoring

visenger/awesome-mlops

A curated list of references for MLOps, the practice of managing and automating machine learning workflows.

13.8K
Archived
ML Ops
#machine-learning#devops#data-science

bentoml/OpenLLM

Deploy open-source LLMs as OpenAI-compatible API endpoints using BentoML's model serving framework.

12.1K
Active
Python
AI Model Serving
Local Inference Engines
BentoML
#llm-inference#bentoml#model-serving

great-expectations/great_expectations

A Python library that helps ensure data quality and reliability through data profiling and testing.

11.2K
Active
Python
ETL & Pipelines
#data-quality#data-testing#data-profiling

tensorzero/tensorzero

Open-source stack for industrial-grade LLM applications, including LLM gateway, observability, optimization, evaluation, and experimentation.

11.0K
Active
Rust
LLM Frameworks
Rust
#ai#large-language-models#llms

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