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beamaia/readme.md

Mei the Cat Header

Hello there! I'm Bea β€” AI & Computer Vision Engineer πŸ‡§πŸ‡·πŸ‡ΊπŸ‡Έ

Find me at beamaia.com 🧠

I am a Machine Learning Engineer specializing in Computer Vision and Generative AI, with a background blending academic research and software engineering. I believe a strong theoretical foundation is essential for building reliable applications, especially when working with complex visual data and open-source tools.


πŸš€ Current Focus

  • Medical Image Analysis: Working on advanced feature extraction techniques for complex histopathology images, and researching causal AI methods to improve cancer classification.
  • Model Architecture: Investigating reasoning models and testing different approaches for model optimization.
  • Continuous Learning: Wrapping up my Computer Science thesis (TCC II) at UFES, while actively reading the latest papers on LLMs, autonomous agents, and computer vision applied to healthcare.

πŸ› οΈ Technical Stack

  • Computer Vision: PyTorch, Transformers, YOLO, and CNNs for image classification, object detection, and digital pathology.
  • Generative AI & NLP: LLM Orchestration, RAG, and Agentic AI workflows (Agno, CrewAI, LangChain).
  • MLOps & Backend: Building FastAPI backends and managing AWS/GCP cloud infrastructure.
  • Academic Research: Deep Learning applied to complex medical datasets at the Bio-Inspired Lab (UFES).

πŸ”¬ Featured Research

I have a strong interest in applied research, particularly where Computer Vision intersects with healthcare. Check out my published work under the Bio-Inspired Lab:


🌱 Personal Profile

  • Bilingual: I was raised in both Brazil and the United States, and am fluent in both languages.
  • Advocacy: Navigating life as an autistic individual with fibromyalgia and chronic fatigue, I am a strong proponent of work-health balance. I actively advocate for awareness around invisible disabilities, because while it can be tough, being disabled hasn't stopped me from pursuing my goals 😺.
  • Interests: When I'm not coding, I'm watching Asian Dramas, walking near the beach, or hanging out with my eternal kitten, Mei 🐈.

πŸ’» Let's chat about deep learning!

Website Gmail LinkedIn

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  1. oral_cancer_analysis oral_cancer_analysis Public

    Analysis of oral cancer dataset from UFES

    Python

  2. ic-neural-networks-sensitivity-analysis-bb ic-neural-networks-sensitivity-analysis-bb Public

    Studies related to deep neural networks and what impacts its accuracy.

    Jupyter Notebook 1

  3. ML-algorithm-analysis-heart-failure ML-algorithm-analysis-heart-failure Public

    Jupyter Notebook

  4. federated_system_mnist federated_system_mnist Public

    Jupyter Notebook 1

  5. kafka-weather kafka-weather Public

    Java 1

  6. Petlove-Backend-Challenge Petlove-Backend-Challenge Public

    Forked from UFES20221BDCOMP/T1-Beatriz-Sophie

    Petlove backend challenge (with minor adjustments) developed for the course Databases 1

    JavaScript