https://mlflow.org/docs/latest/index.html
MLflow: A Tool for Managing the Machine Learning Lifecycle — MLflow 2.12.1 documentation
MLflow is an open-source platform, purpose-built to assist machine learning practitioners and teams in handling the complexities of the machine learning process. MLflow focuses on the full lifecycle for machine learning projects, ensuring that each phase i
mlflow.org
1. What is MLflow & Why is used?
MLflow is an open-source platform, purpose-built to assist machine learning practitioners and teams in handling the complexities of the machine learning process. MLflow focuses on the full lifecycle for machine learning projects, ensuring that each phase is manageable, traceable, and reproducible.
2. How is MLflow used?
1) Getting Started with MLflow
- MLflow Tracking Quickstart
- Intro to MLflow Tutorial
- Autologging Quickstart
- Deployment Quickstart
2) LLMs
LLM Guides and Tutorials
MLflow native flavors for GenAI
- Transformers in MLflow
- OpenAI in MLflow
- LangChain in MLflow
- Sentence Transformers in MLflow
General GenAI Guides
- Guide to the MLflow Prompt Engineering UI
- Guide for the MLflow Deployments for LLMs
- Evaluating LLMs with MLflow Guide
- Using Custom PyFunc with LLMs
- Evaluation for RAG
- LLM Tracking with MLflow
Model evaulation
Deep Learning
Traditional ML
- Traditional ML Guides and Tutorials
Deployment
- Deployment Guides and Tutorials