Crack (Road) Image Segmentation
The project is aimed to develop a unet-based model to detect road cracks.
Posts/Portfolio with Tags
ComputerVision
Deep Learning-Based 3D Brain Tumor Segmentation: A Novel Approach for Accurate and Efficient Diagnosis
The project is aimed to enhance a model by incorporating attention mechanism to existing Swin-UNETR for brain tumor image segmentation.
Data Analysis
PPG Paint Colors: Final Project
This project focused on analyzing a dataset provided by PPG to identify key paint properties using R.
Tags: Data Analysis, Machine Learning, R
Database
Pitt Digital Scholarship
A web application to search for people, units, areas, methods, tools, and resources required for scholarships with special privileges given depending on the permission level. My role was to query and construct the graph database using Neo4j, build APIs for CRUD operations on the SQL database, and deploy the website using Google Compute Engine.
Tags: Database, Web Development
Image-Segmentation
Crack (Road) Image Segmentation
The project is aimed to develop a unet-based model to detect road cracks.
Deep Learning-Based 3D Brain Tumor Segmentation: A Novel Approach for Accurate and Efficient Diagnosis
The project is aimed to enhance a model by incorporating attention mechanism to existing Swin-UNETR for brain tumor image segmentation.
Information Retrieval
Recipe Search Engine
Designed a Django-based search engine for recipes, utilizing NLTK for tokenization and stop word removal 
Tags: Information Retrieval, NLP, Search Engine
IoT
App-based Empty Parking Spot Detection
The project was aimed to detect empty vehicle spots in parking by mobile based application with the help of sensors implemented using an Arduino board. Wrote the Arduino code to help detect cars using UV sensors and to change the color of LEDs. The data was visualized on mobile app using Bluetooth.
Tags: IoT
Machine Learning
Crop Suitability Prediction
This project aimed to create an accessible solution that brings farming to the everyday person, leveraging machine learning for crop suitability prediction. The machine learning model predicts the most appropriate crop to grow based on factors such as region, temperature, rainfall, altitude, and irrigation status..
Tags: Machine Learning, Web Development
PPG Paint Colors: Final Project
This project focused on analyzing a dataset provided by PPG to identify key paint properties using R.
Tags: Data Analysis, Machine Learning, R
NLP
Recipe Search Engine
Designed a Django-based search engine for recipes, utilizing NLTK for tokenization and stop word removal
Tags: Information Retrieval, NLP, Search Engine
Open-ai-gym
Optimal Path Routing using Reinforcement Learning
Developed an AI system utilizing OpenAI Gym to dynamically control the flow of network traffic, optimizing routing paths and enhancing network performance through reinforcement learning.
Question-Answering
Chatting with PDF
A project aimed at creating a LangChain application using Retrieval-Augmented Generation (RAG) and Large Language Models (LLMs) to answer questions based on PDF documents
Tags: Question-Answering, RAG
R
PPG Paint Colors: Final Project
This project focused on analyzing a dataset provided by PPG to identify key paint properties using R.
Tags: Data Analysis, Machine Learning, R
RAG
Chatting with PDF
A project aimed at creating a LangChain application using Retrieval-Augmented Generation (RAG) and Large Language Models (LLMs) to answer questions based on PDF documents
Tags: Question-Answering, RAG
Reinforcement-Learning
Optimal Path Routing using Reinforcement Learning
Developed an AI system utilizing OpenAI Gym to dynamically control the flow of network traffic, optimizing routing paths and enhancing network performance through reinforcement learning.
Search Engine
Recipe Search Engine
Designed a Django-based search engine for recipes, utilizing NLTK for tokenization and stop word removal
Tags: Information Retrieval, NLP, Search Engine
Tensorflow
Crack (Road) Image Segmentation
The project is aimed to develop a unet-based model to detect road cracks.
Torchvision
Deep Learning-Based 3D Brain Tumor Segmentation: A Novel Approach for Accurate and Efficient Diagnosis
The project is aimed to enhance a model by incorporating attention mechanism to existing Swin-UNETR for brain tumor image segmentation.
Web Development
Crop Suitability Prediction
This project aimed to create an accessible solution that brings farming to the everyday person, leveraging machine learning for crop suitability prediction. The machine learning model predicts the most appropriate crop to grow based on factors such as region, temperature, rainfall, altitude, and irrigation status..
Tags: Machine Learning, Web Development
Pitt Digital Scholarship
A web application to search for people, units, areas, methods, tools, and resources required for scholarships with special privileges given depending on the permission level. My role was to query and construct the graph database using Neo4j, build APIs for CRUD operations on the SQL database, and deploy the website using Google Compute Engine.
Tags: Database, Web Development
password cracking
Password Cracker
The project’s goal was to developed a website to crack and validate the password using MD5 of registered users and validate the password as strong, moderate, and weak. To do so a list of 2000 commonly used passwords was used and tested using permutations with 0-9 digits and special characters. To optimize, the password was restricted to use at most 2 numbers and 2 special characters. 
Tags: password cracking