About me

I am currently a PhD candidate at Purdue University, specializing in Digital Forensics and Data Science. My research focuses on leveraging AI to uncover criminal behavior patterns, with a particular emphasis on using machine learning (ML) and Natural Language Processing (NLP) to generate actionable crime insights for law enforcement investigations.

After more than nine years working as a forensic scientist in Brazil, I observed that many criminals carefully plan their offenses, revealing patterns in their behavior known as Modus Operandi (MO). Despite advancements in AI, identifying these patterns often still relies heavily on manual investigative work. I am deeply interested in how recent technological breakthroughs, particularly large language models (LLMs), can help analyze complex criminal data and enhance investigative efforts. My research spans both physical and cyber crimes, and I am also interested in exploring the ethical implications of applying ML and LLMs within the criminal justice system.

Just as significant advancements in healthcare have emerged through strong collaborations between academics and practitioners, I believe the criminal justice field will experience similar progress over the next 5-10 years. Crimes (especially cyber crime) are becoming increasingly complex, requiring interdisciplinary and innovative solutions to effectively address and combat them.

Collaboration from all backgrounds are welcome. Please reach out if you are intereseted in these or related topics.

Selected Papers:

Other Projects:

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    Patterns in Violence Against Women

    I developed an LSTM model to predict sequential behavior in severe cases of violence against women.

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    Machine Learning from Scratch

    In this project, I built a Logistic Regression and a Neural Network from scratch with the minimal use of libraries.

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    Traffic Accident Hotspots Prediction

    I tested a few ML tecniques to predict the number of accidents in regions of the Federal District of Brazil.

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    Sentiment Analysis of Movie Reviews

    I tested a basic NLP tecnique to automatically classify IMdB reviews (positive or negative comments).

Other Accomplishments:

Resume

Education

  1. University school of the arts

    2007 — 2008

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  2. New york academy of art

    2006 — 2007

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  3. High school of art and design

    2002 — 2004

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Experience

  1. Creative director

    2015 — Present

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  2. Art director

    2013 — 2015

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  3. Web designer

    2010 — 2013

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My skills

  • Web design
    80%
  • Graphic design
    70%
  • Branding
    90%
  • WordPress
    50%

Blog

Contact

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