Pursuing Master's in Artificial Intelligence and Data Science. My research area is to combine signal processing ideas with machine learning and deep learning methods. My Publication domains are data processing, data modelling, Bioinformatics, image processing and time-series analysis. I love exploring different algorithms with different data and create interesting applications out of it. I share my experiences via writing blogs and YouTube Videos.

Publications

A Comparitive Study of Pre-trained Gene Embeddings for Covid-19 mRNA Vaccine Degradation Prediction

Compared dna2vec, lshvec, and rna2vec based on vaccine degradation prediction using GRU and CNN-GRU. Results indicate that dna2vec performed the best

Land Use Dynamics in Sacred Groves

Performed Spectral analysis on Sacred Groves multispectral images to analyze the vegetation content from Satellite images.

Comparision of Decomposition Methods based on Pitch Estimation of Single Piano Notes

Compared Variational Mode Decomposition, Dynamic Mode Decomposition, Wavelet Decomposition algorithms based on pitch estimation of piano notes.

Fast and accurate measurement of parameters in eletric systems using Dynamic Mode Decomposition

Comparing DMD with prony and FFT for estimation of parameters in Electric grids. The work concludes that DMD is a fast and accurate method for estimating the parameters.

Latest Blogs

Variational Mode Decompostion Part 2: The Maths

This blog focuses on the mathematics of VMD algorithm. It talks about how VMD uses Constrained Optimization and Hilbert Transform to convert the signal into multiple modes.

Introduction to Variational Mode Decomposition

Variational Mode Decomposition is very less popular algorithm with a huge potential. It is combined with machine learning and Deep learning methods and shown very promising results. This blogs gives a small introduction to VMD algorithm.

Implementing Neural Networks from scratch

A simple blog which gives a basic idea to implement Neural Networks from strach. It is necessary to get an intution of how Forward propogation and Backward propogation works.

My applications

Wine Quality Prediction(Need some good looks)

A simple end-to-end machine Learning Web Application. Given some details of the wine, the app will predict the quality of the wine. The quality ranges from 5 to 9. Working on the aesthetics.

Heart Stroke Detection

Soon Releasing.