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Why Choose AI & ML at IIT Guwahati
This credit-linked minor offers a future-forward curriculum blending AI theory with hands-on application. Guided by IIT Guwahati professors, students explore everything from classic algorithms to cutting-edge models like Transformers and GANs—building a strong foundation for AI-driven careers.
Why a Minor in AI & ML
With AI and ML transforming every industry, this program helps you learn the right skills to stay updated. You’ll build practical skills in model building, deep learning, NLP, and ethical AI—equipping you to lead innovation across tech, finance, healthcare, and more.
Career Opportunities
Open doors to promising career paths such as:
What Will You Learn
Introduction to AI & ML
Classical Search Algorithms, Logic & Rule-based Systems
Supervised vs. Unsupervised Learning
Regression, Classification, Clustering
Basics of Neural Networks
Model Evaluation & Ethics in AI
Machine Learning & Deep Learning
Mathematical Foundations (Linear Algebra, Stats, Calculus)
Ensemble Methods: Random Forest, XGBoost
Deep Learning: CNNs, RNNs, Attention Mechanisms
Transformers (BERT, GPT), Transfer Learning
Hyperparameter Tuning & AutoML
Deployment: APIs, Containers, Explainable AI
Advanced Applications
Natural Language Processing: Tokenization, Word2Vec, Sentiment Analysis
Computer Vision: Object Detection (YOLO, R-CNN), Segmentation
Reinforcement Learning: MDPs, Q-Learning
Generative Models: GANs, VAEs
Graph Neural Networks, Edge AI, Big Data with Spark
Distributed Training with TensorFlow & PyTorch
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