Janya

Description

This repository serves as a personal portfolio showcasing selected projects developed as part of my academic journey in Artificial Intelligence and Data Science. I am currently a second-year engineering student based in Bangalore, and I am passionate about building intelligent systems that solve real-world problems across domains such as healthcare, materials science, and automation.

Tech Stack

Languages: Python, Java, C

Libraries & Frameworks: PyTorch, TensorFlow, scikit-learn, OpenCV

Tools: Git, Google Colab, Streamlit, RDKit, GROMACS

Currently Learning: SQL

Projects

Drug Use Prediction from Personality Traits

Developed machine learning models to predict the likelihood of continued drug usage based on personality traits. Technologies Used: XGBoost, SVM, Random Forest, GridSearchCV, seaborn

Deep Learning-Based Prediction of Gold Nanoparticle Properties

Created a deep neural network to predict nanoparticle properties (e.g., particle size, zeta potential, cytotoxicity) from synthesis parameters. Integrated a Streamlit UI for user-friendly interaction. Technologies Used: PyTorch, Pandas, scikit-learn, Streamlit

Autonomous RC Car with Line Following and Obstacle Detection

Built an RC car using Raspberry Pi capable of vision-based line following (OpenCV) and obstacle detection (YOLOv5). Integrated PID control for smooth navigation. Technologies Used: Python, Raspberry Pi, OpenCV, PyTorch, YOLOv5

Certifications

• 3rd Place – AUTOMAZE Workshop, JIDO Club, Amrita Vishwa Vidyapeetham
• Hackathon Participant – Drug Proposal & Prescription Chatbot, MISC Club

Career Aspirations

I aspire to become a Business Analytics Engineer or Data Analyst, combining technical skills with domain understanding to extract insights, support data-driven decisions, and solve impactful problems.

Repositories

Visit my GitHub profile to explore more projects and code.