MLFlow Courses and Certifications

Introduction to MLflow

Learn how to use MLflow to simplify the complexities of building machine learning applications. Explore MLflow tracking, projects, models, and model registry.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

MLflow in Action - Master the art of MLOps using MLflow tool

1082 ratings at Udemy

A master guide to unleash the full potential of MLflow to optimize MLOps. Streamline MLOps workflows using MLflow tool

• Udemy
• 9 hours 15 minutes
• Self-Paced
• Paid Course

Pragmatic AI Labs

Machine Learning with Databricks and MLflow

Master MLflow and Databricks to build, track, and deploy production-ready machine learning models while solving the reproducibility crisis through structured experiment tracking.

• Coursera
• 4 hours 32 minutes
• Self-Paced
• Paid Course

Databricks

Managing the Complete Machine Learning Lifecycle with MLflow - Introduction to MLflow Tracking

1 rating

Introduction to MLflow: tracking experiments, packaging projects, deploying models, and managing lifecycle. Learn to record, reproduce, and compare ML runs using MLflow's components and UI.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Databricks

Introducing MLflow for End-to-End Machine Learning on Databricks

Learn to predict life expectancy using health data with MLflow. Covers data engineering, exploration, model tuning, and deployment on Databricks' unified analytics platform powered by Apache Spark.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Databricks

Introducing MLflow for End-to-End Machine Learning on Databricks

Explore end-to-end machine learning with MLflow on Databricks: from data engineering to model deployment, using health data to predict life expectancy through Spark, hyperopt, and interactive dashboards.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Databricks

Productionizing ML Models Using MLflow Model Serving

Explore MLflow Model Serving for efficient ML model deployment, consumption, and monitoring. Learn to deploy versions, validate, connect to Power BI, and manage access rights.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Databricks

MLflow Model Serving - Methods and Best Practices

Explore MLflow model serving techniques, including batch and real-time scoring, open-source and Databricks-managed options, with emphasis on new production-ready model serving features.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Databricks

MLflow Model Serving - From Training to Production

Comprehensive overview of MLflow Model Serving, covering offline and online scoring, deployment options, and integration with Databricks, with practical examples and recent features.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Databricks

Model Experiments Tracking and Registration Using MLflow on Databricks

Automate ML model experimentation and tracking using MLflow on Databricks. Learn to streamline data preparation, model development, and artifact management for efficient machine learning workflows.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Databricks

Productionizing Real-time Serving with MLflow

Explore production-grade MLflow serving: containerization, custom middlewares, monitoring, logging, and performance optimization for high-scale deployment of machine learning models as REST API endpoints.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Databricks

Delivery of Deep Transformer NLP Models Using MLflow and AWS SageMaker for Enterprise AI

Learn to deploy deep transformer NLP models using MLflow and AWS SageMaker for enterprise AI, covering the full machine learning lifecycle and CI/CD pipelines for production-quality implementation.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Databricks

Productionizing Machine Learning with Apache Spark, MLflow and ONNX - Cloud Deployment Using SQL Server

Explore productionizing machine learning using Apache Spark, MLflow, and ONNX with SQL Server. Learn model management, lifecycle orchestration, and leveraging SQL Server for ML model storage and deployment.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Databricks

Productionalizing Models through CI/CD Design with MLflow

Explore MLflow integration with CI/CD for streamlined model deployment. Learn to design and implement automated pipelines using the model registry, enhancing efficiency in machine learning workflows.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Databricks

Managing the Complete Machine Learning Lifecycle with MLflow - Part 2

Explore MLflow's capabilities for managing machine learning lifecycles, from data preparation to model deployment, with practical insights on hyperparameter optimization and production workflows.

• YouTube
• 41 minutes
• Self-Paced
• Free Video