Cursarium
intermediateCertificate$12.99

End-to-End Machine Learning with MLflow

by J-M Tirado · Udemy

4.5
(2,800 reviews)
20K+ enrolled8 hoursUpdated 2024-10

What You'll Learn

Understand the fundamentals and key concepts of MLOps
Apply MLOps techniques to solve real-world problems
Understand the fundamentals and key concepts of MLflow
Apply MLflow techniques to solve real-world problems
Understand the fundamentals and key concepts of model deployment
Apply model deployment techniques to solve real-world problems

About This Course

Track experiments, manage models, and deploy ML pipelines using MLflow for reproducible ML workflows.

Curriculum

Module 1: MLOps & MLflow
6 lessons
  • Introduction to MLOps
  • MLOps in Practice
  • Hands-on Exercise: MLOps
  • Introduction to MLflow
  • MLflow in Practice
  • Hands-on Exercise: MLflow
Module 2: Model deployment & ML pipelines
6 lessons
  • Introduction to model deployment
  • Model deployment in Practice
  • Hands-on Exercise: Model deployment
  • Introduction to ML pipelines
  • ML pipelines in Practice
  • Hands-on Exercise: ML pipelines
Module 3: Experiment tracking
3 lessons
  • Introduction to experiment tracking
  • Experiment tracking in Practice
  • Hands-on Exercise: Experiment tracking

Instructor

J-M Tirado

Instructor at Udemy

4.5rating
20K+ students

Pros & Cons

Pros

  • Offers a certificate of completion
  • High-quality video lectures
  • Taught by J-M Tirado
  • Well-structured curriculum

Cons

  • Requires paid subscription
  • Self-paced requires discipline