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Learn the fundamental concepts of machine learning in this Tamil-language lecture that covers the basic principles, types, and applications of ML algorithms. Explore supervised, unsupervised, and reinforcement learning paradigms while understanding how machines can learn patterns from data to make predictions and decisions. Discover the mathematical foundations underlying machine learning models, including statistical concepts and optimization techniques essential for building effective ML systems. Examine real-world applications across various domains such as healthcare, finance, and technology to understand how machine learning transforms industries. Gain insights into the machine learning workflow, from data preprocessing and feature selection to model training, evaluation, and deployment, providing a comprehensive foundation for further study in artificial intelligence and data science.
Syllabus
Introduction to Machine Learning (Tamil) || September 4, 2025
Taught by
NPTEL-NOC IITM