cv
Basics
Name | Douglas De Rizzo Meneghetti |
Label | AI Specialist, PhD | Deep Learning | Computer Vision | NLP | RL | PyTorch | ML Engineering | Python |
douglasrizzom@gmail.com | |
Summary | I am an AI specialist with a background in software engineering, working with natural language processing, large language models, computer vision, and reinforcement learning. I worked as an AI Research Specialist at Samsung, specializing in digital health solutions for wearable devices. I also automated citrus orchard monitoring at Adroit Robotics using computer vision techniques. My PhD, funded by CAPES, centered on cooperative multi-agent reinforcement learning using graph neural networks. I have extensive experience in robotics competitions, focusing on developing object detection systems for the robots. I've also worked as a consultant and have publications in the area of educational assessment and computerized adaptive tests. |
Work
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2025.02 - Present California, United States
Machine Learning Engineer
The RealReal
- Implementing computer vision solutions for the automated processing of our product catalogue.
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2024.07 - 2025.02 São Paulo, São Paulo, Brazil
Senior Machine Learning Engineer
Orbia
- Automated user-generated content moderation (product description and images) in the company's online marketplace using a multimodal language model based solution. MVP finished in 2 weeks.
- Built XGBoost-based propensity models using client demographic data and past behavior on the website to predict future interactions in the platform, which helped in the creation of personalized targeted marketing campaigns for users with different levels of predicted future interactions in the platform
- Contributed to a product search tool based on text embeddings of product descriptions and an in-memory vector store.
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2023.06 - 2024.06 Campinas, São Paulo, Brasil
AI Research Specialist
Samsung Brasil
- Contributed to the research and development of digital health solutions for mobile and wearable devices.
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2021.07 - 2023.03 São Paulo, São Paulo, Brazil
Machine Learning Engineer
Adroit Robotics
- Implemented a Faster R-CNN object detection system to find tree seedlings, dead trees and large replants in citrus orchards, as well as a counting algorithm for unproductive tree slots.
- Trained image classifiers (ResNet-50, Vision Transformer) to detect different levels of lens flare in outdoors photos.
- Optimized PyTorch-based machine learning pipelines for fast execution in the cloud (using prefetching in the GPU, threaded downloads, multiprocessing).
- Adapted machine learning codebases and migrated Docker images to be executed in AWS Batch.
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2017.03 - 2021.05 São Paulo Area, Brazil
Scholarship Holder
The University Center of FEI
- Created an object detection system in TensorFlow + ROS used by a Latin American award winning domestic robot.
- Created deep neural networks for multi-agent reinforcement learning system in PyTorch.
- Maintainer of an open source academic formatting software adopted institution-wide.
- Organizer of AI graduate students study group.
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2016.04 - 2016.12 Software Development Consultant
Secretaria Municipal de Educação de São Paulo
- Sole developer of a full-stack Java EE mobile web application for large scale educational assessment (Provinha Brasil) of elementary grade students.
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2014.04 - 2014.12 Researcher
The University Center of FEI
- Functional and usability tester for an electronic health record system.
- Responsible for database and server maintenance as well as software documentation.
- Project was a partnership between FEI University Center, Volans and Hospital Heliópolis, with funding provided by FINEP.
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2012.01 - 2012.07 São Paulo, Brazil
Software Developer
Cloud Ideas
Responsible for the development in all layers of the MVC pattern and for the object-relational mapping and database modelling using Entity Framework Code First.
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2011.06 - 2012.01 São Bernardo do Campo, Brazil
Software Developer
Enygma Tecnologia
Collaborated in developing a system to send electronic receipts for the federal government using ASP.NET Web Forms, the FlexDocs library, SQL Server 2008 and DevExpress web components.
Education
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2017.03 - 2021.08 -
2013.09 - 2015.08 Master of Science - MS
The University Center of FEI
Artificial Intelligence
- Computational Intelligence
- Computer Algorithms
- Human-Computer Interaction in Adaptive Interfaces
- Introduction to Artificial Intelligence
- Introduction to Scientific Research
- Computer Vision
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2010.02 - 2012.12 Bachelor of Technology - BTech
Faculdade Engenheiro Salvador Arena
Computer Systems Analysis
- Computer networks
- Database applications
- Applied mathematics
- Financial mathematics
- Java web programming
- Advanced programming
- Business intelligence
- Data Structures
- Algorithms
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2008.01 - 2009.12
Awards
- 2015.11.01
Brazilian and Latin-American Robotics Competition @Home Category - Third Place
Brazilian Robotics Competition
Our team developed a domestic robot that had several features, including face and object detection, the capacity to follow people, as well as speech recognition and synthesis. We won third place in the @Home category. For this project we used ROS, the Robot Operating system to control the robot, together with OpenCV for computer vision.
- 2012.06.01
2012 Programming Marathon Silver Medalist
Faculdade de Tecnologia Termomecanica
- 2009.12.01
Wizard Top 10 Students
Wizard Mauá
Certificates
A Complete Reinforcement Learning System (Capstone) | ||
University of Alberta & Alberta Machine Intelligence Institute on Coursera |
Prediction and Control with Function Approximation | ||
University of Alberta & Alberta Machine Intelligence Institute on Coursera |
Reinforcement Learning Specialization | ||
University of Alberta & Alberta Machine Intelligence Institute on Coursera |
Sample-based Learning Methods | ||
University of Alberta & Alberta Machine Intelligence Institute |
Fundamentals of Reinforcement Learning | ||
University of Alberta & Alberta Machine Intelligence Institute |
Machine Learning | ||
Coursera |
Skills
Python (Programming Language) |
Google Cloud Platform (GCP) |
Docker |
Vector Databases |
Android Development |
Enterprise JavaBeans (EJB) |
C# |
Python |
SQL |
Large Language Models (LLM) |
Research |
Generative AI |
Robot Operating System (ROS) |
Oracle SQL |
PyTorch |
JavaSE |
Java |
Scientific Writing |
ASP.NET |
Amazon Web Services |
Processamento de linguagem natural (PLN) |
Locality-Sensitive Hashing |
Augmented Reality |
Google BigQuery |
Relational Databases |
Neural Networks |
Object Detection |
Sentiment Analysis |
Scientific Papers |
Git |
Machine Learning |
VB.NET |
Microsoft SQL Server |
Algorithm Development |
Reinforcement learning |
Microsoft Azure |
Word Embeddings |
Scientific Programming |
Computer Vision |
Algorithms |
Linux |
Web Development |
OpenCV |
Artificial Intelligence (AI) |
Algorithm Analysis |
JavaServer Faces (JSF) |
Deep learning |
ASP.NET Web Forms |
UML |
Object-Relational Mapping (ORM) |
Languages
English | |
Full Professional |
Portuguese | |
Native Speaker |