Event Details
Online Certificate Program in “Deep Learning using PyTorch” (Season II- Batch Two)
ICFOSS is organizing an Online Certificate program in “Deep Learning using PyTorch”. This program runs from 4th to 22nd August 2025, to enable the participants to critically evaluate and adapt deep learning methods to new challenges and domains.
Objectives:
This course typically includes providing a thorough understanding of neural networks and their architectures, equipping participants with the skills to design and train deep learning models for various tasks such as image classifications. Additionally, it seeks to familiarize learners with cutting-edge research in the field and prepare them to apply deep learning algorithms to real-world problems. This program spans 15 days (2Hrs/Day/Online).
Participants will acquire dedicated live online support from experienced mentors at ICFOSS, ensuring in depth guidance throughout the program. Progress will be evaluated through assignments, simulation test and project.
Course Highlights:
|
Online learning |
Live Virtual Classroom |
|
Assignments & Simulation Test |
Custom learning path |
|
Project |
Certification |
Duration: 30 hours of Industry-Lead Training (2Hrs/Day for 15 days)
Syllabus |
||
Day |
Topics |
Key Components |
4/8/2024 |
Mathematical Foundations |
• Linear
Algebra: Tensors, matrix ops |
5/8/2024 |
Neural Network Fundamentals |
• Perceptrons,
activation functions |
6/8/2024 |
Optimization & Training |
• Loss
landscapes |
7/8/2024 |
Regularization Techniques |
• Dropout/BatchNorm
theory |
8/8/2024 |
CNN Architecture Design |
• Convolution
arithmetic |
11/8/2024 |
Advanced CNN Architectures |
• ResNet/DenseNet |
12/8/2024 |
Sequence Modeling |
• RNNs,
vanishing gradients |
13/8/2024 |
Advanced RNNs |
• LSTM/GRU
mechanics |
14/8/2024 |
Attention Mechanisms |
• Self-attention
theory |
16/8/2024 |
Modern Architectures |
• Vision
Transformers |
18/8/2024 |
Generative Models I |
• VAE
theory |
19/8/2024 |
Generative Models II |
• GANs/WGAN |
20/8/2024 |
Transfer Learning Theory |
• Domain
adaptation |
21/8/2024 |
Advanced Transfer Learning |
• Model
soups |
22/8/2024 |
Model Optimization |
• Quantization/pruning |
Online Examination and Project Presentation
Target Audience:
Students, Faculty, Professionals and Others, in the field of Science and Engineering.
The number of participants for the proposed program is limited to 50 nos per batch.
Certification Criteria: Certification will be issued to participants who qualifies with:
80% of attendance
50% marks in Online Examination
50% marks in Assignments
50% marks on Project
Prerequisities: Proficiency in programming languages such as Python is essential for implementing algorithms and working with deep learning frameworks as Deep Learning course typically include a strong foundation in linear algebra, calculus, and probability theory.
Details of Program:
Training program |
Dates |
Time |
Registration Fee |
|---|---|---|---|
Online Certificate Program in Deep Learning using PyTorch |
4th to 22nd August 2025 |
6.00 PM to 8.00 PM |
Rs. 3,000 |
Registration Fee: Rs. 3,000 /-
For online payment, the bank accounts details of ICFOSS is as follows:
Account Name |
ICFOSS |
Account Number |
67242303296 |
IFSC |
SBIN0070737 |
Name of Bank |
State Bank of India |
Branch |
Technopark, Thejaswini, Thiruvananthapuram |
Application Deadline: 1st August 2025
Registration Link: https://applications.icfoss.org/online-deep-learning/
For more details of the program, please contact +91 7356610110 | +91 2700012 /13 |+91 471 2413013 | +91 9400225962 | between 10:00-17:00 hrs for any clarifications.