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RAG Chatbot Architecture: Encoder + Decoder

Chang-Woo Rhee · Oct 20, 2026

This is a practical build guide for a RAG (Retrieval-Augmented Generation) chatbot. The core idea: use a small encode...
#llm #rag #chatbot #embeddings #retrieval

NLP, Transformers, and BERT — A Deep Dive

Chang-Woo Rhee · Oct 09, 2026

Three nested ideas: NLP is the field, the Transformer is the architecture that revolutionized it, and BERT i...
#nlp #machine-learning #transformers #bert #deep-learning

Real-World Differentiation & Integration

Chang-Woo Rhee · Aug 02, 2026

Real-World Uses of Differentiation and IntegrationWhere calculus actually appears in daily life, engineering, and AI....
#ai #math #calculus #integration #differentiation #real-world #engineering

ln(x) and Limits — Math Foundations for AI

Chang-Woo Rhee · Aug 02, 2026

Natural Logarithm: ln(x)What ln means, its derivative, and why it's used in AI loss functions. What is ln?ln(x) = na...
#ai #math #calculus #ln #logarithm #limits #cross-entropy

Euler's Number (e) — Why AI Uses 2.71828

Chang-Woo Rhee · Aug 02, 2026

Euler's Number: e ≈ 2.71828What it is, where it comes from, and why it appears everywhere in AI. What is e?A mathema...
#ai #math #calculus #sigmoid #euler #e #softmax #compound-interest #hwang-law #ai-scaling

Math for AI Part 2 — Backpropagation & Code

Chang-Woo Rhee · Aug 02, 2026

Neural Network Backpropagation — Worked ExamplePart 2: Complete forward pass and backward pass with actual numbers, A...
#python #sigmoid #ai #math #integration #backpropagation #neural network #chain rule #relu

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