advancedCertificate$12.99
MLOps: Machine Learning Operations with Python
by Soledad Galli · Udemy
4.5(5,500 reviews)
35K+ enrolled14 hoursUpdated 2024-12
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 ML pipelines
Apply ML pipelines 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
Implement ML pipelines with experiment tracking, model registry, CI/CD, monitoring, and feature stores using MLflow and Airflow.
Curriculum
Module 1: MLOps & ML pipelines6 lessons
- Introduction to MLOps
- MLOps in Practice
- Hands-on Exercise: MLOps
- Introduction to ML pipelines
- ML pipelines in Practice
- Hands-on Exercise: ML pipelines
Module 2: Model deployment & Monitoring6 lessons
- Introduction to model deployment
- Model deployment in Practice
- Hands-on Exercise: Model deployment
- Introduction to monitoring
- Monitoring in Practice
- Hands-on Exercise: Monitoring
Module 3: Python3 lessons
- Introduction to Python
- Python in Practice
- Hands-on Exercise: Python
Instructor
Soledad Galli
Instructor at Udemy
Pros & Cons
Pros
- Offers a certificate of completion
- High-quality video lectures
- Taught by Soledad Galli
- Well-structured curriculum
Cons
- Requires paid subscription
- Requires significant prior knowledge
- Self-paced requires discipline
$12.99
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