Lecture 1 - Introduction to Learning
Lecture 2 - Supervised Learning (Regression)
Lecture 3 - Gradient Descent
Lecture 4 - Logistics Regression
Lecture 5 - Optimization for supervised models
Lecture 6 - Neural Network - I (Single Layer Perceptron)
Lecture 7 - Neural Network - II (Multi Layer Perceptron)
Lecture 8 - Neural Network - III (Training of the Multi Layer Perceptron)
Lecture 9 - Introduction to Deep Learning - I
Lecture 10 - Introduction to Deep Learning - II
Lecture 11 - Introduction to Deep Learning - III
Lecture 12 - Computer Vision Through Machine Learning
Lecture 13 - Natural Language Processing Through Machine Learning
Lecture 14 - Convolutional Neural Network - I
Lecture 15 - Convolutional Neural Network - II (Model Architecture)
Lecture 16 - Optimizing Convolutional Neural Network - I
Lecture 17 - Optimizing Convolutional Neural Network - II
Lecture 18 - Optimizing Convolutional Neural Network - III
Lecture 19 - CNN With Residual Connections - ResNet
Lecture 20 - Recurrent Neural Network - I
Lecture 21 - Recurrent Neural Network - II
Lecture 22 - LSTM
Lecture 23 - Sequential Modelling - Part II
Lecture 24 - Generative AI
Lecture 25 - Generative Modelling
Lecture 26 - Generative Adversarial Network - I
Lecture 27 - Generative Adversarial Network - II
Lecture 28 - Variational Auto-Encoder - I
Lecture 29 - Variational Auto-Encoder - II
Lecture 30 - Diffusion Model - I
Lecture 31 - Diffusion Model - II
Lecture 32 - Auto-Regressive Models
Lecture 33 - Transormers - I
Lecture 34 - Transormers - II
Lecture 35 - Large Language Model - I
Lecture 36 - Large Language Model - II
Lecture 37 - Encoder only Transformer Model
Lecture 38 - Decoder only Transformer Model
Lecture 39 - Deep Learning for Vision Applications
Lecture 40 - Image and Video Restoration
Lecture 41 - Medical Imaging
Lecture 42 - Zero-shot Learning
Lecture 43 - Few-shot Learning
Lecture 44 - Multimodal Deep Learning
Lecture 45 - Multimodal Deep Models
Lecture 46 - Visual Simultaneous Localization and Mapping
Lecture 47 - Self-Supervised Learning
