This repository contains a step-by-step tutorial on implementing the backpropagation algorithm from scratch using NumPy — with no deep learning frameworks involved. The goal is to help students and ...

This older result was generated from the video's title and description, rather than a retrieved transcript. The summary and chapter timings are unverified. Use the source video to check its actual ...

A comprehensive, beginner-friendly guide to understanding gradient descent and backpropagation through hands-on implementation. Built from scratch using NumPy, with performance comparisons against ...