Projects

VAST 2022 Challenge - Identifying Demographics and Relationships

August 01, 2023 - January 01, 2024

Developed an InfoVis system using React.js and D3.js to visualize demographic data, networking information, and financial statistics, enabling efficient city planning.
Employed Python for data preprocessing, utilizing pandas for grouping and Excel for database merging and outlier detection.
Enhanced React.js skills to manage large-scale datasets, implementing React state and Redux stores and addressing node clustering issues in D3 visualizations with anti-colliding forces.

January 01, 2023 - May 01, 2023

Proposed and implemented a transfer learning-based approach to classify galaxies based on its morphology using existing models such as VGG16, ResNet50, Xception, DenseNet, and InceptionNet.
Significantly improved classification accuracy by 17% compared to the previous architecture.

November 01, 2019 - January 01, 2020

Developed a voice-based payment platform that employs machine learning to facilitate payments through linguistics commands to focus on the booming digital payments market in India, catering to all user groups.
Reduced the amount of processing needed for the model while improving the response time by 20% and adaptability with 9 additional speech dialects.

July 01, 2019 - April 01, 2020

Constructed a deep neural network-based model for language processing and regeneration that made AI-based voices indistinguishable from natural speech by capturing the distinct voice feature to perform TTS on constrained inputs.
Optimized language processing model with MelNet and WaveNet to retain linguistic information of multiple speakers.
Achieved accuracy of 86.2% using sequence-to-sequence recurrent network (Tacotron 2) along with modified vocoders.

February 01, 2019 - May 01, 2019

Built a web portal for the management and registration of various events and activities of the CSI student branch, which affected 1.1k+ participants.
For end users, the portal offers insights into all event updates and news feeds, and for administrators, it presents a graphical representation of the distributions of various entities and membership statistics.

March 01, 2014 -

This is a personal project which focuses on integrating some concepts of fractal geometry with D3.js. This project is still in progress.