Subject Details
Dept     : CSE
Sem      : 6
Regul    : 2023
Faculty : Dr.N.Rathina Kumar
phone  : 9894296506
E-mail  : rathina.n.ad@snsce.ac.in
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Lecture Notes

UNIT 1:
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Basics of Generative AI and its evolution. Generative vs. Discriminative Models
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Foundations of Deep Learning: Neural Networks
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Backpropagation
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Activation Functions
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Introduction to Key Architectures: Diffusion Models
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Transformers
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Large Language Model (LLM) Architecture Overview
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Critical Examination of Ethics, Risks
UNIT 2:
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Language Model Families: GPT-series, LLaMA
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Language Model Families: GPT-series, LLaMA
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Language Model Families: Gemini
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Vision Foundation Models: Stable Diffusion, Midjourney, DALL·E
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Vision Foundation Models: Stable Diffusion, Midjourney, DALL·E
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Core Preprocessing: Tokenization
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Core Preprocessing: Embeddings
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Introduction to Fine-tuning
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Efficient Adaptation Methods: QLoRA.