| Day | Date | Topic | Category | Speaker |
|---|---|---|---|---|
| 1 | 12 June 2023 | Magic of DL | Introduction to basics | Prof. Chetan Arora |
| Basics of Machine Learning | Dr. Kamlesh Tiwari | |||
| FC Neural Networks | Dr. Aditya Nigam | |||
| Training Evaluation and Regularization | Dr. Kamlesh Tiwari | |||
| Lab01- Introduction to FC networks | Lab | |||
| 2 | 13 June 2023 | Deep Learning in Computer vision | Computer Vision | Prof. Chetan Arora |
| Convolution Neural network(CNN) | Dr. Aditya Nigam | |||
| Popular CNN Networks | Dr. Kamlesh Tiwari | |||
| Object detection and Localization | Prof. Chetan Arora | |||
| Lab02- CNN | Lab | |||
| 3 | 14 June 2023 | Sequence Modeling with RNN & LSTM | Sequences and NLP | Dr. Jyoti Nigam |
| Transformers-1 | Dr. Aditya Nigam | |||
| Transformers-2 | ||||
| Large Language Models | Dr. Ashutosh Vyas | |||
| Lab03- RNN,LSTM,Transformers | Lab | |||
| 4 | 15 June 2023 | Autoencoders and VAE | Generative Modeling | Prof. Debdoot Sheet |
| Generative Adversarial Modeling (GAN) | Prof. Debdoot Sheet | |||
| Diffusion Model-01 | Dr. Aditya Nigam | |||
| Diffusion Model-02 | Dr. Aditya Nigam | |||
| Lab04- Autoencoders,VAE and GAN, Diffusion-DDPM | Lab | |||
| 5 | 16 June 2023 | Graph Neural Networks | Miscellaneous Topics | Dr. Ranjeet Ranjan Jha |
| Siamese Network | Dr. Geetika Arora | |||
| QML | Dr. Ashutosh Bhatia | |||
| Secure and Explainable Learning | Dr. Rajesh Kumar | |||
| Deep Reinforcement Learning | Dr. Heena Rathore | |||
| Lab05- Siamese, Deep RL-DQN and PG algorithm | Lab |