
Expenlytic
This project was built as a real-world use case inspired by Bright Money, a fintech company, where a similar system was discussed during a technical interview requirement for intelligent expense tracking.
Timeline
December 2025 - Jan 2026
Role
Full Stack
Team
Solo
Status
BuildingTechnology Stack
Key Challenges
- Regression Model Training
- Preparing Dataset manually
- Scalable model
- Importing Sentence Embeddings
Key Learnings
- Setup pipeline for Regression Classifier Model
- Optimizing client-server communication
- Entity extraction using Semantic embedding
- Making use of Sentence Embeddings
Reason Why its made
As Im a Btech student studying far from home. I want to manage my money myself. I often spend more and excused at month end. So I was researching for expense tracker application but often I feel lazy to entry the data in the application.
So I created a application where I just give the entry in natural lanuguage such that the system will automatically extract the entity.