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Creative Commons License – This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International.

Contents

Foundational

Math Behind Neural Networks
Dimensions & Embeddings
A Moment of Change

Making of Generative Pre-trained Transformer

What the heck is Bigrams
Multilayer perceptron (MLP)

Model Training

CPT (Continual Pre-Training)
Parameter-Efficient Fine-Tuning (PEFT)

Inference

LLM Inference Optimization

Visual Modality

you only look once (YOLO) [🚧 WIP]
Document Analysis with ColQwen2

Lecture (PDF)
Book (PDF)

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