advancedCertificate$249/mo
ML DevOps Engineer Nanodegree
by Udacity Team · Udacity
4.4(1,500 reviews)
15K+ enrolled4 monthsUpdated 2024-06
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
Build reproducible ML pipelines, deploy models to production, and implement CI/CD for ML with MLflow and FastAPI.
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 & CI/CD6 lessons
- Introduction to model deployment
- Model deployment in Practice
- Hands-on Exercise: Model deployment
- Introduction to CI/CD
- CI/CD in Practice
- Hands-on Exercise: CI/CD
Module 3: Testing3 lessons
- Introduction to testing
- Testing in Practice
- Hands-on Exercise: Testing
Instructor
Udacity Team
Instructor at Udacity
Pros & Cons
Pros
- Offers a certificate of completion
- High-quality video lectures
- Taught by Udacity Team
- Well-structured curriculum
Cons
- Requires paid subscription
- Requires significant prior knowledge
- Self-paced requires discipline
$249/mo
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