AI: Machine Learning & Model Training
Tabular ML & competitions (XGBoost, LightGBM) | Sri AI
Intermediate
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Course overview
Most business and government data sits in tables, where gradient boosting still beats deep learning. Learn it the competition way.
Level: Intermediate · Mode: Evenings, online
Who this course is for
Analysts and developers working with spreadsheets and databases.
What you will learn
- Engineer features from tabular data
- Train gradient-boosted models
- Win, or at least place, in a Kaggle-style competition
- Deploy a tabular model as a service
Syllabus
- Module 1: Feature engineering
- Module 2: Decision trees and ensembles
- Module 3: XGBoost and LightGBM
- Module 4: Competition workflow
- Module 5: Deploying the model
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
Machine learning for absolute beginners.
Open-source tools you will use
Adapts DataTalksClub's free ML Zoomcamp.