Welcome to AIL7021 - Deep Learning
Instructor
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TAs
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Sudipan Saha
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To be announced
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Course Logistics
Lectures : Monday and Thursday 2:00-3:30 pm
Different resources about the course are posted on Moodle.
Course Components and Grading Policy
- Minor (20%), Major (35%)
- Programming Assignments (30%)
- Quiz (two) (15%)
Audit Policy
Couse Topics
Deep Learning introduction, MP networks, Perceptron, Going deeper, Backpropagation, Regularization basics, CNN building blocks, CNN basic architectures, Dropout and BatchNorm, ResNet, Grad-CAM, Dense prediction architectures, Domain adaptation architectures, GAN, Conditional GAN, Optimization, Variational Autoencoder, SSL basics, Contrastive SSL, RNN, LSTM, Transformer, Vision Transformer, Masked modeling, Contrastive Language-Image Pretraining, Multimodal LLM, Diffusion, Conditional diffusion, Graph Neural Networks.
Announcements
Please check Moodle.