Projects
Some of the projects that are not listed here might be on the GitHub Page. This page is a summary of key projects that I have undertaken.
Developing Machine Learning and Data Visualization tools to tackle problems in healthcare.
We were required to develop a chatbot that can handle NLP (natural language processing). This bot browses and shows a catalog of the products, while also having specific filter or assist mode (example show me products which have Eye Vision). The bot has easy integration capabilities to talk to multiple sources to retrieve data.
Developing Automatic Speech Recognition Systems in state of the art Kaldi toolkit. ASR systems include Low Resource language ASR, NumReco in assamese language and many more.
Motion gesture recognition using sensors based on mobile phones enabled with action triggers to enable and assist home automation. The project focused on preprocessing and analysis of gestures and representation of sensor data as an image.
ANPR system with focus on correcting distorted number plate images using different image transformation techniques such as Shi Tomashi Correction and Keystone Correction, implementing an OCR system using English-character datasets and comparing OCR results with other engines. This was further applied to assist the concept of parking slot management
A tool that helps with trading strategy using NLP techniques like sentiment analysis of news articles and news clippings from video sources.
Predicted the spread of COVID-19 pandemic using SIR models for months May-June and obtained a daily error less than 2% for 30 day. Models were compared with various Time Series based models such as ARIMA, ETS, HW and Facebook Prophet.
Music Genre Classification and Recommendation System
A flask app for classifying genre of a song (audio input) and building a recommendation system.
Using a web crawler to extract inbound and outbound links of a website and setting up dynamic SQL-Lite Database and linking it with a python script calculating the PageRank.