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 |
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