AI: Machine Learning & Model Training
Train & evaluate models with scikit-learn | Sri AI
Beginner
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Course overview
The working toolkit of classic ML: pipelines, cross-validation and tuning, taught the way the scikit-learn team teaches it.
Level: Beginner · Mode: Evenings, online
Who this course is for
Beginners moving from first models to dependable ones.
What you will learn
- Build preprocessing and model pipelines
- Validate with cross-validation
- Tune hyper-parameters
- Avoid data leakage
Syllabus
- Module 1: Pipelines
- Module 2: Cross-validation
- Module 3: Linear and tree models
- Module 4: Hyper-parameter tuning
- Module 5: Evaluation metrics
Final project
Every module ends in hands-on practice, and the course ends with a project you build and present. Your certificate names that project.
Before you start
Python for AI.
Open-source tools you will use
Adapts the INRIA scikit-learn MOOC (CC-BY licence).