Online Short-Term Training Program on Deep Learning with Python by NIT, Warangal

Institution Name: National Institute of Technology Warangal, Telangana

Program Name: Online Short-Term Training Program on Deep Learning with Python

Dates: 17th-27th November  2025

Course Content:  Introduction What is Deep Learning (DL), AI vs. ML vs. DL, Applications.

• Python Essentials:

NumPy, Pandas, Visualization, Scikit-Learn, Pytorch.

• ANN Basics

Artificial Neuron, Multi-layer perceptron, Forward and backward propagation, applications.

• Convolutional Neural Networks

Convolutions, Pooling, Deconvolutions, Feature extraction, and Classification, Classic
CNN Architectures, Advanced CNN Variants, Training and Optimization, Applications.

• Encoder-Decoder Architectures

Encoder-Decoder, Auto-Encoders, Variational Auto Encoders, Transformers, Applications

• Sequence Modeling

Representation Learning, Sequence Data, Vanilla RNN Architecture, Backpropagation Through Time (BPTT), Vanishing and Exploding Gradients, LSTM, Bi-LSTM, GRU, Multi-Head Attention, Large language models  (LLMs).

• Generative Adversarial Networks (GAN)

GAN basics, Concept of Adversarial Training, Variants, Applications.

• Deep Reinforcement Learning

Reinforcement Learning, Deep Q-learning.

• Applications and Case Studies

Image segmentation, Image classification, Image localization, Machine translation,
recommender systems.

• Hands-on to the majority of the topics using Python.

Projects: 

Digit classification using ANN.
Image classification using CNN
Next word prediction using RNN
Machine Translation
Image segmentation
Image localization

Last date to apply:  15th NOV 2025

No. of Seats: 150 (max)

About the Institution:

National Institute of Technology, Warangal — a premier institute established in 1959 by Pandit Jawaharlal Nehru — ranks among India’s top engineering institutions. Known for its world-class faculty, research excellence, and vibrant learning environment, NITW continues to be a hub for innovation and professional growth.

Registration fee:  Rs. 1000/-  

Account Details: 

Registration link:

https://forms.gle/UrEwLBZ2Du7exS2E8

Speakers: Faculty from NIT Warangal

College Website: www.nitw.ac.in

How to Apply: Online (Google Form link- https://forms.gle/UrEwLBZ2Du7exS2E8)

Important Dates:

• Last Date for Registration: 15.11.2025
• Intimation of Selection: 16.11.2025

Contact Person: Dr. Venkateswara Rao Kagita, 6281746931

Institution Address:

NIT Warangal, Hanamkonda, Telangana-506004

Event Brochure: Clickhere

https://nitw.ac.in/api/static/files/DL_brochure_2025-11-7-16-54-46.pdf