Tech: Deep Learning, TensorFlow, PyTorch, NLP
Developed a pioneering solution enabling individuals with severe disorders to communicate and manage environments through home automation. Engineered a CNN to capture and map users' eye gaze to an on-screen keyboard, facilitating effective communication. Implemented text completion using n-grams to enhance typing speed.
Tech: Scikit-learn, Pandas
Created a customer churn prediction app with an ANN model, utilizing Scikit-learn for model training, and NumPy/Pandas for data preprocessing and feature engineering, enabling real-time predictions based on customer demographics and usage patterns.
Tech: Python, AWS (Lambda, DynamoDB, SQS, EC2, CloudWatch), OpenStack, Docker
Architected and developed an auto-scalable video classification service that adheres to CAP theorem principles and provides near real-time results.
Tech: Farmers Market - E-commerce Store |
Designed a Flutter application to help farmers sell yields at nearby farmer markets. Comprises user authorization, add to cart, and search functionalities. Backend built using Firebase Storage and Authentication.
Tech: Python, Tensorflow, Keras and Javascript
Devised a system to detect sleepy drivers and alert by triggering an alarm to encourage caution and prevent accidents. The Convolutional Neural Network (CNN) model trained to achieve a 94% accuracy rate.
Tech: Django, Python, Postgres, React
A Django based web application responsible for doing CRUD operation on customer-related data.