M.Tech - Advanced Engineering Specializations

This course covers advanced AI topics including reinforcement learning, recommender systems, explainable and responsible AI, federated learning, graph-based AI, and MLOps. It equips learners with skills to design, deploy, and govern scalable, ethical, and production-ready AI systems for real-world applications.

This course provides an in-depth study of machine learning theory and algorithms, covering classification, regression, ensemble, unsupervised, and anomaly detection techniques. Emphasis is placed on statistical learning foundations, model evaluation, and hyperparameter tuning to develop robust, scalable models for real-world applications.

This course covers foundations and advanced topics in computer vision and deep learning, including CNNs, transfer learning, object detection, segmentation, vision transformers, and generative vision models. Students gain practical skills to design, train, and evaluate state-of-the-art vision systems for real-world AI applications.

This course provides a comprehensive foundation in Natural Language Processing, covering text preprocessing, embeddings, sequence models, attention, transformers, and large language models. Students learn to build, fine-tune, and evaluate modern NLP and generative systems for real-world language understanding and text generation tasks.

This course builds strong foundations in machine learning by covering core concepts, mathematical principles, data handling, visualization, exploratory data analysis, optimization, and feature engineering. It equips learners with practical skills using Python libraries to preprocess data, analyze patterns, and prepare datasets for effective machine learning models.

This course introduces Large Language Models and Agentic AI, covering transformers, prompt engineering, fine-tuning, retrieval-augmented generation, and multi-agent systems. It emphasizes building, evaluating, and safely deploying autonomous LLM-driven agents for real-world automation, reasoning, and decision-support applications.