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Understanding Backpropagation

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AI & Data Science

Understanding Backpropagation

2 weeks
0 Learners
sankalpsankalp
May 12

“A 2-week, depth-focused learning plan to understand the theory and implementation of the backpropagation algorithm, moving from core mathematical principles to a from-scratch implementation in Python.”

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W1

Module 1: The Mathematical Engine of Neural Networks

By the end of this module you will be able to explain and implement the core mathematical concepts required for backpropagation, including multivariate calculus (gradients, chain rule) and basic linear algebra.

3 videos•58m
3 readings
3 topics
1 homework
Learn

Topics

1.1
Calculus for Gradient Descent
28 minutes
1.2
Linear Algebra for Data Flow
12 minutes
1.3
Conceptual Neural Network Components
18 minutes

Study Resources

→ML Foundations: Understanding the Math Behind Backpropagation→Backpropagation Math + Intuition - YouTubery-ops | Understanding Neural Network Backpropagation: The ...Backpropagation: Step-By-Step Derivation - Towards Data ScienceUnderstanding Backpropagation: The Engine Behind Neural ...Backpropagation in Neural Network - GeeksforGeeksUnderstanding Backpropagation: The Math Behind Neural Nets→ry-ops | Understanding Neural Network Backpropagation: The ...
W2

Module 2: Implementing Backpropagation from Scratch

By the end of this module you will be able to build and train a simple two-layer neural network from scratch using only NumPy, correctly implementing the forward pass, loss calculation, and the backpropagation algorithm.

4 videos•44m
3 readings
4 topics
1 homework
Learn

References

Week 1: Module 1: The Mathematical Engine of Neural Networks

01

ML Foundations: Understanding the Math Behind Backpropagation

jordancoblin.github.io
02

Backpropagation Math + Intuition - YouTubery-ops | Understanding Neural Network Backpropagation: The ...Backpropagation: Step-By-Step Derivation - Towards Data ScienceUnderstanding Backpropagation: The Engine Behind Neural ...Backpropagation in Neural Network - GeeksforGeeksUnderstanding Backpropagation: The Math Behind Neural Nets

youtube.com
03

ry-ops | Understanding Neural Network Backpropagation: The ...

ry-ops.dev

Week 2: Module 2: Implementing Backpropagation from Scratch

01

Backpropagation from Scratch: Chain Rule, Math, and Python Code

chizkidd.github.io
02

Backpropagation in Neural Network - GeeksforGeeks

geeksforgeeks.org
03

Mathematics Behind Backpropagation | Theory and Python CodeBackpropagation from Scratch | Step-by-Step Guide to ...Understanding Backpropagation: A Step-by-Step Guide with ...How to Code a Neural Network with Backpropagation In Python ...GitHub - lrvnc/backprop-tutorial: Backpropagation from scratch :)

udemy.com
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