Neural Networks & Deep Learning Fundamentals

Master the fundamentals of neural networks, backpropagation, and how deep learning models learn from first principles Course 03 · Foundations · 10 lessons · ~20h

Lessons

#	Lesson	Duration	Level
1	Introduction to Neural Networks & Deep Learning	25 min	beginner
2	Neurons, Activation Functions & Forward Propagation	30 min	beginner
3	Loss Functions & Measuring Performance	25 min	beginner
4	Gradient Descent - The Learning Algorithm	35 min	intermediate
5	Backpropagation - How Networks Learn	40 min	intermediate
6	Overfitting, Regularization & Dropout	55 min	intermediate
7	Building a Neural Network from Scratch	65 min	intermediate
8	Convolutional Neural Networks (CNNs)	55 min	intermediate
9	Recurrent Neural Networks (RNNs) & LSTMs	55 min	intermediate
10	Training Best Practices & Optimization	60 min	intermediate
Start here: Introduction to Neural Networks & Deep Learning
## Exercises

Hands-on files: exercises/index.md