Learning Roadmap

Deep Learning

From single neurons to transformers — master the architecture and training of modern neural networks that power today's AI breakthroughs.

3Modules

38Min Total

1Topics

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Deep Learning

Introduction to Deep Learning

Understand what deep learning is, how a single neuron works, why stacking layers gives networks such power, and what has driven the explosive growth of the field.

Beginner12 min

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Deep Learning

Neural Networks Explained

From the perceptron to deep networks — understand how neurons, layers, activation functions, backpropagation, and regularization fit together.

Intermediate12 min

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Deep Learning

Transformer Architecture

Understand the attention mechanism, encoder-decoder structure, positional encoding, and why Transformers power modern LLMs like GPT and BERT.

Intermediate14 min

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