LES Institute

Introduction to Machine Learning

Pick the starting point that matches your background. Both paths use content already on the platform; you just need the right door.

Are you starting from zero, or do you already know some Python or spreadsheets?

No-code start

Understand how machines learn first

Start with the AI Career Path. Level 1 explains what AI is, how it learns from data, and how to talk to it — no programming required.

Open AI Career Path

I know some Python or spreadsheets

Build your first model

Jump into the Data Science track. Phase 3 starts with Kaggle’s Intro to Machine Learning, then LES labs guide you through training, validating and explaining a model.

Open Data Science track

What is machine learning here?

Machine learning is the part of AI where a system improves from examples instead of being given explicit rules. At LES we teach it in two stages: first the idea (no code), then the practice (Python, notebooks, real datasets).

Every path includes mentor review, a graded capstone and a verifiable LES certificate.