IIT Kharagpur × NPTEL
An advanced deep learning course from IIT Kharagpur via NPTEL, covering neural networks, CNNs, RNNs, transformers, and practical deep learning applications. One of NPTEL's most popular courses. Free to learn; IIT-endorsed certificate via proctored exam for Rs. 1000.
Duration
12 weeks
Level
Advanced
Deadline
No Deadline
Strong foundation in linear algebra, calculus, probability. Programming experience in Python. Basic machine learning knowledge recommended.
Neural Network Fundamentals
Convolutional Neural Networks (CNNs)
Recurrent Neural Networks and LSTMs
Transformers and Attention Mechanisms
Generative Models and GANs
Practical Deep Learning Projects
IIT Kharagpur is India's first IIT, established in 1951. Through NPTEL, it is one of the largest contributors of free online courses, particularly in computer science and AI. NPTEL courses from IIT Kharagpur are among the most enrolled worldwide.
Founded
1951
Location
Kharagpur, India
Recognition
Top 5 Engineering Institute in India (NIRF)
Complete walkthrough with screenshots, tips, and troubleshooting
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