Projects

If you cannot find a project you expected to be listed here, please take a look at my GitHub.

Technical Projects

1. Digital Photography using Flash and No-Flash Images
   CS663: Digital Image Processing, Autumn 2023
   We implemented a denoising and detail transfer pipeline to combine favorable aspects from flash and no-flash image pairs.
   GitHub

2. EEG Data Acquisition System
   EE344: Electronic Design Lab, Spring 2023
   We designed an end-to-end system for non-invasive EEG data acquisition and display of filtered relay data. Read More

3. Autoencoders for Denoising and Colorization
   EE 769: Introduction to Machine Learning, Spring 2023
   We worked on implementing a CNN-based autoencoder to deal with common corruption in images. We trained our autoencoder to handle Gaussian noise and burst errors in images and explored the colorization capabilities of these structures on color images.
   GitHub

4. Reinforcement Learning
   CS 747: Foundations of Intelligent and Learning Agents, Autumn 2022
   Programming assignments over the duration of the course. Problem statements dealt with implementing regret-minimizing bandit algorithms, formulating and solving real-world problems as Markov Decision Processes (MDP), and developing algorithms to maneuver an autonomous vehicle out of an arena with obstacles.
   GitHub

5. IIT-B RISC Processor
   EE 309: Microprocessors, Spring 2022
   We designed and tested a 16-bit RISC processor in VHDL based on a given instruction set architecture (ISA). Read More

Reading Projects

1. Learning in Constrained MDPs
   EE736: Introduction to Stochastic Optimization, Spring 2023
   Prepared a summarizing report based on a literature review into optimal learning algorithms in a Markov Decision Process (MDP) setting with constraints on various costs.
   report

2. Polar Codes
   EE 605: Error Correcting Codes, Autumn 2022
   Presented a concise talk on polar codes, as a part of the course endterm project. Read More

3. High Energy Astronomy
   Summer of Science, 2021
   Undertook a reading project on high-energy astrophysics to understand the phenomena involved in the stellar life cycle. I built upon fundamentals to delve into the mathematical descriptions of the physical processes involved.
   report slides

Miscellaneous

1. T.O.H.F.A.
   TOHFA ( तोहफ़ा transl. Gift), or Teacher Oriented Helping and Functioning Assistant was the result of a group project in grade 12 developed with the purpose of helping teachers with their daily book-keeping tasks through an easy-to-use assistant interface.
   GitHub