Project Details
AI Projects
Artificial Intelligence solutions and applications
Project Information
View on GitHub- Category: AI/Computer Vision
- Technologies: OpenCV PyTorch Python
- Project Date: April 2024
- Dataset: OPA Dataset
Advanced Object Placement Model
This project implements an advanced object placement system that automatically places an object into a background image with realistic positioning and lighting.
Technical Details
- Image preprocessing and segmentation
- Trained on OPA dataset with 50,000+ images
- Shadow generation based on light source estimation
- Multi-threaded CPU and GPU compatible implementation
Key Features
- Automatic object segmentation and extraction
- Physics-based placement suggestions
- Real-time preview of placement results
- Batch processing for multiple objects
Machine Learning Projects
Predictive modeling and data analysis solutions
Project Information
View on GitHub- Category: Machine Learning
- Technologies: Scikit-learn Numpy Pandas Flask
- Project Date: February 2024
- Dataset: IMDB Reviews
- Accuracy: 89.2% on test set
Movie Review Sentiment Analysis
A machine learning model that classifies movie reviews as positive or negative with high accuracy.
Technical Approach
- Trained on 50,000 reviews dataset
- Custom word embeddings trained on movie-specific corpus
- Implemented using TF-IDF and Logistic Regression
- Deployed as a Flask web application
Key Features
- Real-time sentiment prediction API
- Interactive visualization of sentiment trends
- Batch processing for large datasets
- Model performance metrics dashboard
Project Information
View on GitHub- Category: Healthcare ML
- Technologies: Scikit-learn Pandas Numpy XGBoost
- Project Date: January 2024
- Dataset: UCI Heart Disease Dataset
- Accuracy: 87.5% (5-fold cross-validation)
Heart Disease Predictor
A machine learning model that predicts the likelihood of heart disease based on medical attributes and lifestyle factors.
Technical Implementation
- Evaluated 8 different classification algorithms
- Comprehensive feature engineering pipeline
- Risk probability calibration system
- SHAP values for explainable AI
Key Features
- Interactive feature importance visualization
- Individualized risk assessment reports
- Exportable prediction results
- Responsive web interface for medical professionals
Deep Learning Projects
Neural networks and computer vision solutions
Project Information
View on GitHub- Category: Deep Learning
- Technologies: TensorFlow Transfer Learning Keras
- Project Date: March 2024
- Dataset: Kaggle Dog Vision
Dog Breed Identification Project
A sophisticated deep learning model capable of identifying 120 different dog breeds from images with high accuracy.
Technical Details
- MobileNetV2 base model with custom classification layers
- 92% accuracy on validation set
- Data augmentation techniques for improved generalization
- User-friendly interface for real-time predictions
Key Features
- Real-time breed prediction from images
- Top 3 predictions with confidence scores
- Breed information database integration
- Mobile-friendly responsive design
Project Information
View on GitHub- Category: Deep Learning/Computer Vision
- Technologies: OpenCV FaceNet Python
- Project Date: December 2023
- Dataset: Custom Collected (50 identities)
- Accuracy: 94.3% on test set
Face Detection and Recognition System
A face recognition system that detects faces and matches them against a database of known individuals.
Technical Architecture
- Two-stage pipeline: detection → recognition
- Haar cascades for face detection
- FaceNet embeddings for face representation
- Cosine similarity for matching
Key Features
- Real-time face detection and recognition
- Database management for known individuals
- Attendance tracking system integration
- Access control system prototype
Web Development Projects
Interactive web applications and platforms
Project Information
View on GitHub- Category: Web Development
- Technologies: HTML5 CSS JavaScript
- Project Date: May 2025
Pet Friendly City Platform
A web platform that helps pet owners find pet-friendly locations and services in their city.
Technical Implementation
- ChatBot Integration
- User Form
- Upcoming events schedules
- Adopt A Pet
Key Features
- Searchable directory of pet-friendly businesses
- User reviews and ratings system
- Community events calendar