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STC on Deep Learning (27.02.23 to 03.03.23)

NITTTR Chandigarh Organizes Contact/Hybrid Mode STC on Deep Learning from 27.02.2023 to 03.03.2023, Oplan CSE-17

Online Registration Link https://fdp.nitttrchd.ac.in/backingup/

Schedule
DATE10:00 A.M. to 11:30 A.M.11:30 A.M. to 1:00 P.M.3:00P.M. to 4:30 P.M.
27.02.2023Registration and Introduction to Deep Learning
Data-Specific Deep Learning Models: A Design Framework Essentials of Python and Deep Learning Libraries
28.02.2023Implementation of Pre-Trained Models and High Performance Deep Learning Transformers

Activation Functions Convolutional neural networks and their implementation using Pytorch
01.03.2023
Implementation of SSD, RNN, LSTM, GRU and YOLO Models Ensemble and Federated Deep Learning

Self-supervised Learning and its implementation using Pytorch 02.03.2023
Neural Style Transfer and Vision Transformer for Image Classification Hands-On SessionGAN and Meta-learning Implementation using Pytorch 03.03.2023Reinforcement Learning
with Transition to Q-Learning Fine-grained Image Analysis for Facial Expression Recognition using Deep CNNs
Case Study Demonstration, Feedback and Quiz
Brief Contents

Introduction to Deep Learning

Data-Specific Deep Learning Models: A Design Framework

Essentials of Python and Deep Learning Libraries

Implementation of Pre-Trained Models and High Performance Deep Learning Transformers

Activation Functions

CNNs and Self-supervised learning and its implementation using Pytorch

Implementation of SSD, RNN, LSTM, GRU and YOLO Models

Ensemble and Federated Deep Learning

Meta-learning and its implementation using Pytorch

Neural Style Transfer and Vision Transformer for Image Classification

GAN Implementation and Time series Forecasting

Reinforcement Learning with Transition to Q-Learning

Fine-grained Image Analysis for Facial Expression Recognition using Deep CNNs

Case Study Demonstration, Feedback and Quiz