Vitaelia

On this page, you can find a list of some of the interesting works I have been a part of. These works are available publicly through my GitHub profile. If some work catches your eye, feel free to check it out in details.


Spotlight


Banner image of Project : Novel algorithm to perform federated learning using a single shared image with the help of knowledge distillation. Official paper published in CVPR'24 Workshop proceedings.

Single Image FedLearning

Federated Learning with a Single Shared Image

Novel algorithm to perform federated learning using a single shared image with the help of knowledge distillation. Official paper published in CVPR'24 Workshop proceedings....

Banner image of Project : On a hydroelectric dam simulation designed as a gym environment, we train RL agents to act as the controller to generate profits over a span of 2 years. We have made use of DDQN RL training alongside its comparison with classical tabular Q-learning. Analysis of the performance as well as the data has also been done in notebooks.

ProjectRL - HydroElectric Dam

DDQN Agent on a Trading Problem

On a hydroelectric dam simulation designed as a gym environment, we train RL agents to act as the controller to generate profits over a span of 2 years. We have made use of DDQN RL training alongside its comparison with classical tabular Q-learning. Analysis of the performance as well as the data has also been done in notebooks....

Banner image of Project : The application is based on a custom ontology constructed through NCBI taxonomy using observations extracted from the iNaturalist database. Using streamlit as the GUI frontend, this app serves the user with the geographical data of primate observations in the last few years, alongside interesting trends in it.

PrimateObservationOntology

Knowledge graph based webapp on primate observations

The application is based on a custom ontology constructed through NCBI taxonomy using observations extracted from the iNaturalist database. Using streamlit as the GUI frontend, this app serves the user with the geographical data of primate observations in the last few years, alongside interesting trends in it....

Banner image of Project : An Android Application used for identification of a different number of plants and flowers using the phone's camera and displaying information from the web. It is based on the TensorFlow Lite framework used for image classification in the backend. Data training has been done on computer using the python variant of the same framework and images scraped over the internet.

iPlantify

Android app using InceptionNet on iNaturalist

An Android Application used for identification of a different number of plants and flowers using the phone's camera and displaying information from the web. It is based on the TensorFlow Lite framework used for image classification in the backend. Data training has been done on computer using the python variant of the same framework and images scraped over the internet....


List of Projects


Single Image FedLearning

Banner Image of Single Image FedLearning
Novel algorithm to perform federated learning using a single shared image with the help of knowledge distillation. Official paper published in CVPR'24 Workshop proceedings.

ProjectRL - HydroElectric Dam

Banner Image of ProjectRL - HydroElectric Dam
On a hydroelectric dam simulation designed as a gym environment, we train RL agents to act as the controller to generate profits over a span of 2 years. We have made use of DDQN RL training alongside its comparison with classical tabular Q-learning. Analysis of the performance as well as the data has also been done in notebooks.

PrimateObservationOntology

Banner Image of PrimateObservationOntology
The application is based on a custom ontology constructed through NCBI taxonomy using observations extracted from the iNaturalist database. Using streamlit as the GUI frontend, this app serves the user with the geographical data of primate observations in the last few years, alongside interesting trends in it.

iPlantify

Banner Image of iPlantify
An Android Application used for identification of a different number of plants and flowers using the phone's camera and displaying information from the web. It is based on the TensorFlow Lite framework used for image classification in the backend. Data training has been done on computer using the python variant of the same framework and images scraped over the internet.

HandReader

Banner Image of HandReader
A Kivy GUI framework based cross platform application which uses Tensorflow as the backend for neutral network based classification. The data training is done using the MNIST dataset and the application uses OpenCV to preprocess images taken through the camera and local files.

LibMan PHP

Banner Image of LibMan PHP
An Enterprise Resource Planning package, running on the PHP backend based web server using MySQL database stored over the network. The complete application suite performs various functions of the college library inventory processing, supports credential based login features and similar functionalities. This project uses the combination of Full Stack Web Development languages such as PHP, JavaScript, SQL, CSS and HTML.

Draw

Banner Image of Draw
A custom language interpreter to be used as an educational drawing and programming tool for children. The complete application has been designed using the legacy "conio.h" in C++ environment, compiled using Borland's TurboC++ compiler. It supports a large variety of editing functions as well as options for saving and loading data from disk.

Portfolio-Next

Banner Image of Portfolio-Next
An interactive web portfolio designed using NextJS (React) with Mantine UI and tailwind-css.