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celsomsilva/README.md

Welcome to my GitHub

I'm Celso, a Computer Engineer and Data Science Specialist focused on AI, Machine Learning, Statistical Models, and C/Java/R/Python development.

About this GitHub

This GitHub combines research, engineering, and practical examples.
You’ll find:

  • Java, R, Python projects (from fundamentals to practical applications)
  • Research & models based on real statistical analysis
  • AI, Machine Learning and Data Science projects in Python/R/Java
  • Educational projects
  • Final projects from hackathons and challenges
  • And more.

Upcoming

  • LLM + Java experiments
  • Statistical models meeting Machine Learning
  • Neural and hierarchical models
  • Quantum ML exploration

About Private Projects

Some projects remain private due to academic and professional commitments.
The public repositories reflect my coding style, research interests, and current work.

Contact

If you’re interested in collaborating, learning, or just having a good conversation about AI, ML, Java, or tech in general — feel free to reach out.

LinkedIn

E-mail

  • Coding Java/C since 2005
  • Research & applied ML with statistical foundations

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  1. thesis-data-science-usp thesis-data-science-usp Public

    Awarded MBA thesis (grade 9/10, USP) applying nonlinear hierarchical statistical models to real-world Walmart sales data, with rigorous model comparison and interpretability focus.

  2. statistical-model-explainer statistical-model-explainer Public

    Practical system for interpreting GLM and multilevel model outputs, combining statistical rigor with modern semantic retrieval techniques. Focused on real-world modeling, explainability, and decisi…

    Python

  3. ai-agent-java-demo ai-agent-java-demo Public

    Simple Java AI agent demo, adapted to run with a local LLaMA backend (no frameworks or SDK abstractions).

    Java

  4. forecastathon-season3 forecastathon-season3 Public

    5th place in an open forecasting competition (Forecastathon), applying statistical and predictive modeling to real-world continuous targets.

    R

  5. transformer-visualizer-java transformer-visualizer-java Public

    A desktop-first project designed to make Transformer mechanics explicit, inspectable, and easy to reason about.

    Java 1

  6. algorithmic-benchmark-suite-java algorithmic-benchmark-suite-java Public

    Engineering-focused framework for implementing, testing, and benchmarking classical algorithms in Java, with emphasis on correctness, performance, and reproducibility — skills directly transferable…

    Java