COL772: Natural Language Processing
Sem II (2023-24)
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Finite State Automata and Transducers, Sentiment Mining, Representation(Word2Vec, GloVe), N-gram features with CNNs, RNNs, Attention and Transformers, Pre-trained Language Models(BERT to GPT-4), Instruction Fine-tuning and RLHF, Efficient Training and Inference, Natural Language Generation, Retrieval-Augmented Generation, Reasoning with LLMs
Instructor: Prof. Mausam
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COL775: Deep Learning
Sem II (2023-24)
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Backpropagation, Regularization, Optimization techniques, Normalization, CNNs, RNNs, Attention, Transformers, Generative Models(VAE, GAN), Diffusion Models
Instructor: Prof. Parag Singla
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COL774: Machine Learning
Sem I (2023-24)
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Supervised learning, Gradient Descent, Regression, Gaussian Discriminant Analysis, Naive Bayes, Support Vector Machines, Decision Trees, K-Means, Gaussian Mixture Models, Expectation-Maximization, Principal Component Analysis, VC Dimension
Instructor: Prof. Parag Singla
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AIL701: Mathematical Foundations of MINDS
Sem I (2023-24)
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Linear Algebra, Probability, Basics of Optimization
Instructor: Prof. Sudipan Saha
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| Online Courses I found interesting |
- Large Language Model Agents (MOOC, Fall 2024). [link]
- Advanced Large Language Model Agents (MOOC, Spring 2025). [link]
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I will elaborate on this in the future :)
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