Understanding Complex-Valued AI

Date:

This section contains a series of SPAI Group's expositions (or resources) that focus on Understanding Complex-valued AI.

TitleSpeaker(s)Resources
Introduction
Introduction to AIProf. Mahesh Mohan M R (external talk)[Slides] [Code] [Certificate]
Introduction to Complex-valued AIArjun Singh (B-Tech)[Slides]
Building Blocks of AI
An Overview of Neural Network Layers - Part 1Sayan Ghosh (B-Tech)[Slides]
An Overview of Neural Network Layers - Part 2Arjun Singh (B-Tech)[Slides]
An Overview of Loss FunctionsAshmit A Raj (B-Tech)[Slides]
Optimization and Convergence
On Optimizing Complex-valued Neural NetworkAmara Datta Dola (MSc)[Slides]

Related Publications
  1. Deep Dynamic Scene Deblurring for Unconstrained Dual-lens Cameras; Mahesh Mohan M. R., G K Nithin, and A. N. Rajagopalan; IEEE Transactions on Image Processing, 2021 paper / bib


Nothing in life is to be feared, it is only to be understood. Now is the time to understand more, so that we may fear less. -- Marie Curie, Nobel Laureate in Chemistry