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Hi there!

My name is Juan Diego Dumez

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I am coming from the tech industry and energy industry

My diverse background includes experience as a Software Engineer in the tech industry and as Data Scientist in the energy industry.

Nowadays I have a deep passion towards technology and AI and how it can be applied to optimize various sectors!

My Skills

Programming Languages

Frameworks

Tools

Libraries

My Experience

Software Engineer - Color Image Scientist Co-Op

Jan 2024 to August 2024 | E Ink Corporation

• Developed and maintained an internal web application using Flask, Django, and Dash to optimize ePaper panel development, reducing development time by 30%
• Debugged and configured ePaper demo units software driver using Python and MVC methodology, improving performance by 25%
• Enhanced reliability of ePaper demo units by implementing robust testing procedures, resulting in a 30% reduction in downtime and troubleshooting
• Developed a standalone software application with a custom GUI for efficient ePaper demo unit control, reducing setup time by 40%

Khoury Research Apprentice

Sep 2023 to Dec 2023 | Northeastern University

• Developed and maintained the 3DSceneGraph-API using Neo4j, GraphQL, and Apollo Server, enabling advanced 3D scene analysis and data manipulation for urban development and virtual navigation applications

Graduate Teaching Assistant - Head TA - Discrete Structures

Sep 2023 to Dec 2023, Jan 2023 to May 2023 | Northeastern University

• Holding office hours in a one-on-one and group settings for reviewing course content and answering students’ questions
• Assisted professor and student teaching assistants to manage logistics for the course, grading exams and students’ homework for 100+ students
• Appointed as the head teaching assistant, responsible for overseeing the team of 9 TAs and coordinating their tasks

Petrophysicist - Scrum Master

Mar 2020 to Jul 2022 | Drummond Energy

• Reduced costs by 30\% and decreased rock classification time by 50% by developing ML models for predicting sonic well logs and rock classification
• Improved collaboration by implementing a SharePoint website, increasing accessibility to key deliverables by 40%
• Enhanced subsurface data management by creating and updating databases using SQL and NoSQL databases, and analyzing data using PowerBI, improving data accessibility by 35%
• Provided Agile project management support as a Scrum Master for a team of 11 contributors

My Portfolio

Kanbas App

Course management web app with authentication & grade tracking using the MERN methodology

Geological Facies Modeling

Progressive GAN to generate geological facies models with realistic spatial continuity

Well Logs Prediction

Sonic well logs (P and S waves) prediction using supervised ML models

R-Type Classification

Rock Typing and Mechanical Facies Classification using unsupervised ML models

R-Properties Prediction

Rock Properties prediction using different supervised ML models

COVID-19 analysis

Analysis of the correlation between COVID-19 cases in Colombia and social factors

Photo Album

Dynamic photo album using design patterns and MVC methodology

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