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! ⏱️
- Ask questions & talk to AI researchers
- Reading papers to publishing
- Choose a research direction
- 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...