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Description

Welcome to the third edition of the IIT Jodhpur Winter School Series on Artificial Intelligence. This year's program will spotlight Generative Artificial Intelligence, a rapidly evolving field with extensive applications across various domains. The school will delve into the latest advancements in generative models, including Generative Adversarial Networks, Variational Autoencoders, diffusion models, large language models like GPT, and more. Participants will gain foundational knowledge through lectures and learn to apply these concepts to real-world problems in our hands-on training sessions. A basic understanding of deep learning is all you need to get started..

Speakers

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Aditya Nigam
IIT Mandi

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Anand Mishra
IIT Jodhpur

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Angshuman Paul
IIT Jodhpur

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Danish Pruthi
IISc

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Joseph K J
Adobe Research

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Pratik Mazumder
IIT Jodhpur


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Suman Kundu
IIT Jodhpur


Registration fees: 1500 INR per school

Accommodation Charges: 400 per day

General Information:

  1. Accommodation will be provided on a sharing basis. If you need single accommodation, please write an email to winterschool@cse.iitj.ac.in
  2. Accommodation charges include breakfast, lunch, and dinner. Mattress, bedsheet, pillow, and blanket will be provided Confirmation of the registration will be sent after verification of registration fees.
  3. All the charges are excluding GST.
  4. Hostel charges of a full day will be applicable, even if occupied for a shorter duration.
  5. The hostel accommodation is only for the participants.
  6. Regular IITJ students do not have to pay accommodation fees
  7. No refund will be provided.
Date Program Time(IST)
Day 1
09 December 2024
Welcome
09:30-09:45 AM
Lecture 1: Introduction to Deep Learning - Dr. Anand Mishra, IIT Jodhpur 09:45-10:30 AM
Tea/Coffee
10:30-10:45 AM
(Contd.) Lecture 1: Introduction to Deep Learning - Dr. Anand Mishra, IIT Jodhpur 10:45-11:30 AM
Lecture 2: Generative Models - Auto Encoder and VAE - Dr. Angshuman Paul, IIT Jodhpur 11:30-12:30 PM
Lecture 3: Generative Models - Generative Adversarial Network - Dr. Pratik Mazumder, IIT Jodhpur 02:00-03:00 PM
Lecture 4: Diffusion Models - Dr. KJ Joseph, Adobe 03:00-04:00 PM
Lecture 5: Introduction to Natural Language Processing and NLP Tasks using Recurrent Neural Networks- Dr. Anand Mishra, IIT Jodhpur 04:00-05:00 PM
High Tea
05:00-05:30 PM
HandsOn Lab by TAs - Generative Models 05:30-06:30 PM
Day 2
10 December 2024 Lecture 1: Introduction to Transformers and LLMs- Dr. Pratik Mazumder, IIT Jodhpur 09:30-10:30 AM
Lecture 2: Large Vision Models- Dr. Aditya Nigam, IIT Mandi 10:30-11:30 AM
Tea/Coffee
11:30-11:45 AM
Lecture 3: Using LLMs and LVMs for Specific Tasks- One/Few-Shot Inference, Finetuning, Feedback- Dr. Aditya Nigam, IIT Mandi 11:45-12:45 PM
Lecture 4: Special Topic on LMM- Dr. Danish Pruthi, IISc Bangalore 02:00-03:00 PM
Lecture 5: Generative Models for Graph Generation- Dr. Suman Kundu, IIT Jodhpur 03:00-04:00 PM
High Tea
04:00-04:30 PM
HandsOn Lab by TAs - local LLM setup 04:30-06:00 PM