Bome AI Researcher - Step by Step

Learn how to think, code, and experiment like AI researchers.

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7+ hours of video lessons! ⏱️

[ul][li]Ask questions & talk to AI researchers[li]Reading papers to publishing[li]Choose a research direction[li]Avoid common early research pitfalls

📐 Mathematics Fundamentals
- Functions
- Derivatives
- Vectors
- Gradients
- Matrices
- Derivation Rules & Examples
- The Chain Rule
- Backprop in Python
- The Jacobian Matrix
- Hadamard Product \(Element-wise Op\)
- Entropy & Information Theory
- KL Divergence \(Entropy\)
- Singular Value Decomposition \(SVD\)
- Moving Averages \(EMA\)

🔥 PyTorch Fundamentals
- Creating Tensors
- Tensor Addition
- Matrix Multiplication
- Transposing Tensors
- Reshaping Tensors
- Indexing & Slicing

🧠 Neuron From Scratch
- What is a Neuron
- Linear Step
- Activation Functions
- Neuron in Python
- Loss

🔗 Neural Networks
- Network Architecture
- Layers
- Network Implementation

👁️ Transformer
- What is Attention
- Self-Attention in Code
- RMSNorms
- GPT From Scratch

much more...