I am a PhD student in Computer Science at Rice University. My main areas of interest are the intersection of Graphs, Machine Learning, and Deep Learning.+ Coordinated Data, a Data Science and Deep Learning extension group. Taught Data Science to more than 300 students and promoted Data Science and Deep Learning knowledge diffusion through online lectures, watched by more than 20.000 people on YouTube. Also, developed many Deep Learning projects in collaboration with other students, all available in my GitHub profile.+ Co-authored to the publication of the paper Smart Toys and Children's Privacy: enhancing the usability of mobile privacy control tools, as an Undergraduate Research Assistant sponsored by FAPESP in the Human-Computer Interaction area of the University of São Paulo (USP), presented at SIGDOC '19 in Portland, Oregon.+ 3rd place of Interhack, the largest university hackathon in Brazil, with over 180 participants. Our project consisted of an educational game based on a Machine Learning voice recognition system targeted at children with speech disorders.+ Worked as a Project Manager at ICMC Júnior, a junior enterprise of the Institute of Mathematical and Computer Sciences (ICMC) of the University of São Paulo (USP).I am interested in opportunities that unite several areas of computing for developing products, ideas, and initiatives with great innovation and impact on society. Feel free to contact me by e-mail: joao_pedro_mattos@hotmail.com
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Applied Research InternEbay May 2024 - Aug 2024San Jose, California, United StatesGraphs and Large Language Models - Developed research combining LLMs and graph techniques for explainability and root cause analysis of microservices. The proposed research framework is inspired by Graph Neural Networks. Our method generates expert-level textual explanations of traces. Results validated by human experts in reliability engineering. Product is currently in production. -
Data Analyst ISerasa Experian Jul 2021 - Jul 2022São Carlos, São Paulo, BrasilResponsible for developing and deploying Machine Learning models for Consumer Profiling and Segmentation. Created solutions for the Marketing Analytics team based on Big Data and modern Machine Learning techniques.- Developed and maintained the principal Marketing Analytics internal library, currently used in all projects executed by the team.- Reimplemented and optimized our processes using tools such as Spark, Hadoop, and widely used Machine Learning frameworks. -
Data Science InternSerasa Experian Oct 2020 - Jun 2021São Carlos, São Paulo, BrasilContributed to the development cycle of Machine Learning models applied to Consumer Segmentation in the Marketing Analytics team.- More than 100 Machine Learning models redeveloped in the LGPD (Lei Geral de Proteção de Dados) context, project internally recognized as challenging and impactful. -
Undergraduate Research FellowFapesp Oct 2018 - Aug 2020São CarlosScholarship at the University of São Paulo, sponsored by FAPESP (Research Support Foundation of the State of São Paulo). The project resulted in Joker, a tool to support Information Architecture Analysis by means of Card Sorting. Developed using Node.js, React, and Information Architecture techniques.- Co-authored the paper “Smart toys and Children’s Privacy: enhancing usability of mobile privacy control tools” that resulted from my Undergraduate Research Project.- Developed a complex Web Application from scratch phase to the deploy using Node.js, React, Docker and other resources. -
It Project ManagerIcmc Jr Oct 2018 - Mar 2019São Carlos- Team and time management focused on product development.- Enterprise-Client relationship mediator in the translation of Client’s needs to team instructions. .- Agile development methods, such as Scrum and Kata. -
Project AdvisorIcmc Jr Oct 2017 - Oct 2018São Carlos E Região, BrasilDeveloped systems and applications with frameworks, such as Ruby on Rails, which enabled me to learn and assist in all stages of delivering a software project, such as drafting requirements documents, database modeling, front-end implementation. end and backend and after-sales, through ICMC Jr.'s software maintenance policy
João Pedro Rodrigues Mattos Skills
João Pedro Rodrigues Mattos Education Details
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Computer Science -
Computer Science
Frequently Asked Questions about João Pedro Rodrigues Mattos
What is João Pedro Rodrigues Mattos's role at the current company?
João Pedro Rodrigues Mattos's current role is PhD Student @ Rice University - Data Science | Machine Learning | Deep Learning | GraphML.
What schools did João Pedro Rodrigues Mattos attend?
João Pedro Rodrigues Mattos attended Rice University, Data, Universidade De São Paulo.
What skills is João Pedro Rodrigues Mattos known for?
João Pedro Rodrigues Mattos has skills like Pandas, Scikit Learn, Git, Linux, D3.js, Github, Node.js, Ruby, Mongodb, Banco De Dados, Scrum, Deep Learning.
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João Pedro De Mattos Ramos Rodrigues
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João Pedro Mattos Rodrigues Camargo
Frontend Engineer | Javascript & Typescript | React | Next.Js |Bragança Paulista, Sp
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