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:
| Account Number | 62266262236 |
| Account Name | Director Research Account |
| Bank Name: | State Bank of India |
| Branch: | NIT Warangal |
| IFSC Code | SBIN0020149 |
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
