🚀 Built a Fully Automated Transaction Entry Tracker-Finance System in Excel (VBA + UserForm) Excited to share a project I recently completed using Microsoft Excel automation. 🔹 UserForm-based transaction entry 🔹 Income & Expense tracking with dependent categories 🔹 Automatic Entry ID, Date, Month & Year capture 🔹 Expense logic enforced (negative values) 🔹 Clean, user-friendly UI with color-coded actions 🔹 One-click save with data validation 🔹 Structured backend for dashboards & reports This solution transforms Excel from a simple spreadsheet into a finance tracking system... The project was designed with: Data accuracy User experience Scalability for dashboards & reporting Training & real-world usability in mind. #ExcelAutomation #VBA #UserForm #FinanceTracking #ExcelProjects #DataManagement #LearningByDoing #microsoft

The dependent category logic combined with automatic negative value enforcement for expenses is exactly the kind of guardrail that prevents data entry errors before they reach the dashboard — most trackers skip this and end up with messy backends that break reporting. The...

Dog Breed Classification System

🔗 GitHub Repository

🔗 Live Demo

Built a deep learning computer vision application capable of classifying 120 dog breeds from uploaded images.

Implemented transfer learning using ResNet and EfficientNet architectures with PyTorch and Torchvision.

Improved model performance from ~3% CNN baseline accuracy to 78.97% ensemble accuracy through optimization and fine-tuning.

Applied advanced deep learning techniques including label smoothing, gradual unfreezing, weight decay, learning rate scheduling, and Test Time Augmentation (TTA).

Deployed a production-ready Streamlit application with real-time image inference and probability predictions.

This is interesting! Which dog is the easiest to classify?