Projects
A collection of my work showcasing expertise in machine learning, backend development, and data analysis.
To-Do List CRUD API
Developed a secure RESTful API using FastAPI with MongoDB for a to-do list application. Implemented full CRUD operations, user authentication with JWT tokens, and password hashing for enhanced security.
Energy Consumption Forecasting
Built a time series forecasting model using SARIMAX to predict energy consumption patterns. Implemented data preprocessing, model training, and evaluation with confidence intervals for predictions.
CNN Cat vs Dog Classification
Developed a convolutional neural network using PyTorch for binary classification of cat and dog images. Achieved high accuracy through data augmentation, transfer learning, and hyperparameter tuning.
Test Management System
Created a command-line test management system for organizing and tracking assessments. Features include test creation, result tracking, and performance analytics with file system storage.
Fish Detection System
A real-time fish species detection application using YOLO (You Only Look Once) computer vision model. Detects and identifies 13 different fish species with bounding boxes, confidence scores, and detailed species information including diet, lifespan, and estimated weight.
