Evaluating ML Models: Metrics, Leakage and Honest Baselines
Go from unsure to confident with model evaluation, one working example at a time.
New(0 reviews)8 enrolled2h 30mIntermediate Level
Created bySeoul Data Academy
$59.99
Full lifetime access · Certificate of completion
This course includes
2.5 hours on-demand video
Downloadable course assets & code
Instructional captions & notes
Verified certificate of completion
Full lifetime access with future syllabus updates
Accessible on mobile, tablet, and desktop
Course Overview
Know what to learn next, and why it matters
Follow the practices teams expect from someone in this role
Diagnose and fix the problems that most commonly go wrong with model evaluation
Read and understand existing professional work involving model evaluation
Course Curriculum
3 modules · 9 lessons · 2h 30m
Reviewing Model Evaluation: Getting Started — Part 1
20 minWorking with Model Evaluation: Getting Started — Part 2
23 minLocked
Refining Model Evaluation: Getting Started — Part 3
7 minLocked
Course Description
This course covers model evaluation the way it is used in practice. Every section ends with something you have built or decided for yourself, rather than a quiz on terminology.
Lessons are short and self-contained, so the course works whether you have an hour a night or a free weekend. A certificate of completion is issued once you finish the course and pass the final assessment.
Part of the AI & Machine Learning catalog at San Uni Academy.
Prerequisites & Requirements
- Comfort with the fundamentals of the subject
- Some hands-on experience, even if self-taught
- A computer you can install software on
- Basic familiarity with model evaluation concepts
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Every review is submitted by a verified student who enrolled and engaged with this curriculum. San Uni Academy continuously audits course quality and student satisfaction.Evaluating ML Models: Metrics, Leakage and Honest Baselines
$59.99