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Unit I
Introduction to Generative AI- Evolution of Artificial Intelligence, Discriminative vs Generative Models, Introduction to Generative AI, Applications of Generative AI in text, image, audio, video, and code generation, Foundation Models and Emergent Capabilities, Overview of Large Language Models, Generative AI Ecosystem and Tools.
Deep Learning Foundations for Generative AI : Neural Networks Review, Representation Learning Word Embeddings: Word2Vec, GloVe, FastText, Sequence Modeling using RNNs, LSTMs, and GRUs Encoder-Decoder Architecture, Attention Mechanism, Limitations of Recurrent Architectures [8]
As per the latest IPU syllabus — cross-check electives with your college.
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Generative AI and Large Language Model (AIML403) is a semester 7 subject in the IPU B.Tech AI & ML (Artificial Intelligence and Machine Learning) (AI-ML) curriculum.
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