intermediateCertificate$29.99/mo
MLOps Essentials: Model Deployment and Monitoring
by Kesha Williams · LinkedIn Learning
4.4(3,200 reviews)
40K+ enrolled2 hoursUpdated 2024-09
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 model deployment
Apply model deployment techniques to solve real-world problems
Understand the fundamentals and key concepts of monitoring
Apply monitoring techniques to solve real-world problems
About This Course
Deploy ML models to production and monitor performance covering Docker, CI/CD, model versioning, and drift detection.
Curriculum
Module 1: MLOps & Model deployment6 lessons
- Introduction to MLOps
- MLOps in Practice
- Hands-on Exercise: MLOps
- Introduction to model deployment
- Model deployment in Practice
- Hands-on Exercise: Model deployment
Module 2: Monitoring & Docker6 lessons
- Introduction to monitoring
- Monitoring in Practice
- Hands-on Exercise: Monitoring
- Introduction to Docker
- Docker in Practice
- Hands-on Exercise: Docker
Module 3: CI/CD3 lessons
- Introduction to CI/CD
- CI/CD in Practice
- Hands-on Exercise: CI/CD
Instructor
Kesha Williams
Instructor at LinkedIn Learning
Pros & Cons
Pros
- Offers a certificate of completion
- High-quality video lectures
- Taught by Kesha Williams
- Well-structured curriculum
Cons
- Requires paid subscription
- Self-paced requires discipline
$29.99/mo
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