AI Roadmap
Deep Learning Fundamentals
Learning Path
Follow these concepts in order to master this topic.
1
Introduction to Deep Learning2
AI vs Machine Learning vs Deep Learning3
Biological Neurons vs Artificial Neurons4
Perceptron5
Artificial Neural Networks (ANNs)6
Forward Propagation7
Activation Functions8
Loss Functions9
Gradient Descent Review10
Backpropagation11
Epochs12
Batch Size13
Learning Rate14
Optimizers (SGD, Adam, RMSProp)15
Regularization16
Dropout17
Batch Normalization18
Overfitting in Deep Learning19
Training Deep Neural Networks20
Real-World Deep Learning ApplicationsDocumentation
Official documentation and references.
Video Courses
Recommended free video courses.
Practice Websites
Practice what you've learned.
Projects
Apply what you've learned by building real projects.
Build Your First Neural Network
BeginnerClassify Handwritten Digits (MNIST)
IntermediateBuild a Deep Neural Network from Scratch
Advanced