SERC NVIDIA End to End Computer Vision GPU Bootcamp

Brochure

Registration link: https://forms.office.com/r/pJjFq44z2h

Event Focus: AI, HPC+AI, HPC, Data Science
Prerequisites: (
if applicable)

Python programming; familiarity with NVIDIA® NGC™

Day 1AI and Deep Learning Fundamentals: July 17, 2023 (all times are IST)

  • 09:00 AM – 09:30 AM: Introduction to GPU computing (Lecture)
  • 09:30 AM – 10:30 AM: Introduction to AI (Lecture)
  • 10:30 AM – 12:00 PM: CNN Primer and Keras 101 (Lecture and Lab)
  • 12:00 AM – 01:00 PM: Lunch break
  • 01:00 PM – 02:45 PM: Tropical cycle detection ( Lecture and Lab )
  • 02:45 PM – 04:45 PM: Physics Informed Neural Network ( Lecture )
  • 04:45 PM – 05:00 PM: Wrap up and Q&A

Day 2Accelerated Overview of Computer Vision: July 18, 2023 (all times are IST)

  • 09:00 AM – 09:30 AM: Introduction to Computer vision ( Lecture )
  • 09:30 AM – 10:30 AM: Dataset preprocessing primer ( Lab )
  • 10:30 AM – 12:00 PM: Transfer Learning with TAO Toolkit ( Lab )
  • 12:00 AM – 01:00 PM: Lunch break
  • 01:00 PM – 02:00 PM: Model Optimization Using TensorRT ( Lab )
  • 02:00 PM – 03:00 PM: Model Deployment on Triton Inference Server ( Lab )
  • 03:00 PM – 03:45 PM: Model Deployment using the DeepStream SDK ( Lab )
  • 03:45 PM – 04:45 PM: Estimating dimensions using OpenCV ( Lab )
  • 04:45 PM – 05:00 PM: Wrap up and Q&A

Day 3Bring your own application(Optional): July 19, 2023

  • Users bring their own applications, and we select the few who can apply

Venue: SERC, 4th floor Auditorium, IISc Bangalore

Time: 09:00AM – 5:00PM

Last Date of Registration: 2nd July 2023