Deep Learning · MT2 · section

Recommended reading order

MT2 preparation and examination plan

Study Optimization algorithms → Regularization and generalization → CNN calculations → CNN architectures. If a symbol or step is unfamiliar, use the Mathematics revision and Neural-network foundations chapters as short prerequisite references, then return to the Unit 3–4 lesson.

For every numerical, reproduce: Given → To find → formula and why → numbered working → final answer. For theory, learn the technical definition, mechanism, labelled architecture or relevant formula, advantages/limitations and a concrete example where appropriate.

Hinglish cue: Unit 3 mein gradient aur update ka order; Unit 4 mein window, shape aur parameter count alag rakho. Theory dono units ki karni hai.