Software Engineering undergraduate passionate about backend systems, database architecture, and Retrieval-Augmented Generation (RAG) applications.
📧 montilhamarianna@gmail.com
💼 https://www.linkedin.com/in/mariana-almeida-793344277/
Software Engineering Undergraduate (5th semester)
Instituto Federal de São Paulo – São Carlos Campus
Currently working as a Full Stack Intern.
- Backend Development
- Database Systems & Data Modeling
- Generative AI Applications
- Continuous learning in Software Engineering
- Java
- Spring Boot
- C# (ASP.NET MVC)
- React
- TypeScript
- JavaScript
- HTML
- CSS
- Python
- C
- Relational Databases: PostgreSQL, Oracle
- NoSQL Databases: MongoDB, Cassandra, Redis
- Portuguese — Native
- English — Intermediate
🔗 https://github.com/montillha/assistente-virtual-PPC-BES
RAG-based virtual assistant for querying academic documents.
- Built PDF ingestion and chunking pipeline
- Generated embeddings with Sentence Transformers
- Implemented semantic search using Chroma
- Integrated Gemini via LangChain
- Evaluated performance using BERTScore and RAG metrics
🔗 https://github.com/pet-ads/systematic-front
Frontend contribution in an undergraduate research project supporting systematic literature reviews.
- API data integration
- Interactive charts and tables
- React + TypeScript feature development

