ABOUT THIS COURSE
A patient, rigorous introduction to AI for students and working professionals in Bangladesh. We start with the math you actually need, write our first Python from scratch, and finish by training and deploying a digit-recognition model.
WHAT YOU'LL LEARN
- 01
Read and write Python at a working-engineer level
- 02
Understand vectors, matrices, gradients without fear
- 03
Train a multi-class classifier on real data
- 04
Deploy a model behind an HTTP endpoint
CURRICULUM
MODULE 01Week 1 — Orientation & Setup3 lessons
- VIDEOWelcome & how this course works12m
- LABSet up Python, VS Code, and Jupyter25m
- READINGHow to actually learn AI10m
MODULE 02Week 2 — The math you actually need4 lessons
- VIDEOVectors and dot products by hand22m
- VIDEOMatrices as transformations18m
- LABNumPy crash course30m
- QUIZLinear algebra check-in15m
MODULE 03Week 3 — Your first model2 lessons
- VIDEOWhat a model actually is16m
- LABTrain a classifier on MNIST45m
MODULE 04Weeks 4–6 — Capstone2 lessons
- PROJECTCapstone: build & deploy a digit recognizer180m
- VIDEOSubmitting for mentor review10m