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2021; Multi-Agent Multi-Objective Optimization with Deep Q-Learning (Bachelor's Thesis)
//certain sections of the original Thesis have been removed Introduction This work was my final year project under Dr. Hanumant Singh Shekhawat at EEE, IITG performed along with Devashish Taneja (ECE, IITG). The research aimed to target defense scenarios and disaster management task where multiple "goal areas" with different "weights" are to be reached and completed by a group of agents within a time limit. The work was primarily on developing a model for this problem, genera
Guining Pertin
Jun 18, 20225 min read


2021; Music Generation using Deep Learning (EE626 PRML Project)
Idea TL;DR: https://github.com/otoshuki/PRML_Project You can try playing one of the results here: Creative arts, the area where new ideas need to be generated is the one field that has been less impacted by AI. This includes graphical art to musical ones, but they have still been affected to a certain extent by the advent of Deep Learning techniques. We wanted to explore this area of creative music generation using these new techniques in our course project for EE626: Pattern
Guining Pertin
Feb 1, 20213 min read


2019; EEG-EMG Coherence for BCI (Summer Internship)
Introduction This post covers my work during my 2nd year summer research internship at IITG along with another friend of mine. Note that only the details of what I worked on has been added here. One major focus was on utilizing Kernel Partial Least Squares (KPLS) method and other related approaches for EEG-EMG coherence estimation. The codes are uploaded here: https://github.com/otoshuki/EEG_EMG_Coherence The project was to develop a hybrid BCI system that uses both EEG and
Guining Pertin
Nov 30, 20197 min read
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