Curriculum Vitae
Quick BIO
João Victor Dias is a Data Science and Engineering Senior Manager and coordinates the Artificial Intelligence area of the Innovation Group in Ophthalmology at the Hospital das Clínicas de São Paulo.
He has experience in creating Data Science teams, leading them and teaching new managers/directors how to make them successful. he also helps saving data/analytics teams and areas from serious problems.
He is a specialist in the implementation of newly published Artificial Intelligence solutions, usually State of the Art updates, in the areas of Computational Vision and Natural Language Processing. He works in Finance, Private Credit, Healthcare and Retail projects, among others.
Work Experience
Head of Data & Analytics
Company: Zoop [11/2022-Present]
- Datalake expansion,
- Built Data Products,
- Data Contracts, Data Quality
Senior Vice President of Data Science and Analytics
Company: Captalys [08/2020-10-2022]
- Structured the areas and set up the Analytics, BI, Data Science, Portfolio Monitoring and Data Engineering teams,
- Led the transformation of the company into an AI-Ready company,
- Implemented: the Data Lake, the Machine Learning model deployment environment, GraphQL to unify the API queries and the models documentation,
- Designed systems focused on scale, reproducibility and automation,
- Our teams provide world-class products.
Lead Data Scientist
Company: NTT DATA [08/2019-07/2020]
- Planned and executed large data science projects,
- Organized the career development of the Data Scientists at the company,
- Participated in management meetings to help establish data roadmap and strategies,
- Built a great team by both recruiting great talent and helping them grow,
- Implemented DataPrivacyOps with Federated Learning, Differential Privacy and Multi-party Computation.
Data Scientist
Company: NTT DATA [08/2017-08/2019]
- Coordinated NTT DATA Machine Learning Community Americas,
- Led the Data Science team on publishing research papers,
- Spread AI culture and helped attracting more talent to the company,
- Supervised Neural Networks architecture framework implementation,
- GAN architectures for data augmentation,
- Automatic documents classification with ELMO + BI-LSTM + CNN + CRF,
- Developed a hybrid model for Automated Offline Handwritten Signature Verification on checkbooks using Convolutional Networks,
- Stock price estimation using LSTM + Attention,
- Object Detection, Recognition and Segmentation,
- Face Recognition, Alignment and De-identification,
- Developed a pedestrian tracking surveillance on Raspberry Pi 3,
- Developed a Retrieval-based banking chatbot on Facebook Messenger with Tensorflow.
Statistical Analyst
Company: Fundação Getúlio Vargas [01/2014-12/2015]
- Created the sentiment analysis model for political debate in social media,
- Developed a spam filtering machine learning model applied to text data and Twitter account attributes,
- Co implemented social network graphs framework, which illustrated major national and international newspapers, covers such as the Financial Times,
- Co implemented a Bayesian spatial model using Twitter data applied on calculating ideological ideal points for legislative actors in Brazil.
StartupMentor
Company: Bluefields Aceleradora [05/2019-Present]
Artificial Intelligence Mentoring.
Head of Artificial Intelligence
Company: IA para Médicos [06/2018-Present]
- Editor of Artificial Intelligence Futurism news applied to Medicine,
- Workshops about productionizing AI projects.
Artificial Intelligence Coordinator
Company: GeekVision - Clinical Hospital, University of São Paulo [05/2017-Present]
- Supports AI innovation at University of São Paulo's Ophthalmology Clinics Hospital,
- Implemented Convolutional Neural Networks to assist low vision patients on identifying chosen elevators,
- Developed an Eye Drops Identifier with RetinaNet,
- Implemented Dashboards integrated with non relational databases to structure clinics data and deliver on a mobile solution,
- Developed a Dry-Eye disease solution with Neural Networks on Smartphones.
Statistician
Company: NIC.br [01/2016-08/2017]
- Developed an automated and optimized system focused on enduring brazilian´s complex Internet Traffic Measurement System database,
- Implemented prototypes of Disclosure Control Methods for MicroData databases.
Trainee
Company: Fundação Getúlio Vargas [2013-2014]
- Developed a social Twitter bots identifier through NLP methods and model ensembling,
- Co implemented social network graphs framework using Gephi and R packages,
- Created R Shiny visualisations for Urban Mobility.
Co Founder
Company: estatisti.CO [12/2012-12/2013]
At 2012 he co-founded www.estatisti.co, a statistics based website focused on establishing a place where people could stay informed about the latest news, tips on career, Big Data, theoretical statistics, scientific articles, biographies, job opportunities, among other issues. It quickly became one of the brazilians most famous statistics website.
External Jounalism Operator
Company: Rede Globo [07/2008-09/2009]
Acted in aid of adjustment of satellite signals from mobile units of telejournalism, color correction, equipment assembly and lighting for journalism outdoors production.
Competitions
Company: Kaggle
- 148th of 2023 - PetFinder.my Adoption Prediction BRONZE MEDAL
- 1776th of 9038 - Santander Customer Transaction Prediction
- 666th of 3835 - Mercedes-Benz Greener Manufacturing
- 838th of 2931 - APTOS 2019 Blindness Detection
Topic Groups Member
AI For Health: Artificial Intelligence for Ophthalmology
Company: I.T.U./W.H.O. [09/2019-Present]
Education
Universities
Name | Description | Year | Country |
---|---|---|---|
University of Mannheim [Incomplete] | MS in Survey and Data Science | 2019 | Germany |
National School of Statistical Sciences | B.S. in Statistics | 2015 | Brazil |
State Technical School Henrique Lage | Electronics technician | 2007 | Brazil |
Technical Skills
Aditional Activities
Special Student - Analysis of Algorithms - University of São Paulo - 2016
Tools
Languages
- Portuguese [Native]
- English [Fluent]
- Spanish [Beginner]
- Japanese [Beginner]
Certification
Title | Provider | Year | Country |
---|---|---|---|
AI for Everyone | Coursera | 2019 | Brazil |
Survey Skills Development Course | Brazilian Institute of Geography and Statistics | 2016 | Brazil |
Big Data in Healthcare | Coursera - University of São Paulo | 2015 | Brazil |
Laboratório - RJ | Fundação Estudar | 2015 | Brazil |
Machine Learning | Coursera - Stanford University | 2014 | Brazil |
The Data Scientist's Toolbox | Coursera - Johns Hopkins University | 2014 | Brazil |
Practical Machine Learning | Coursera - Johns Hopkins University | 2014 | Brazil |
Data Analysis with R | Udacity - Johns Hopkins University | 2014 | Brazil |
Statistical Methods for Disclosure Control | Brazilian Institute of Geography and Statistics | 2012 | Brazil |
Research Grants
Title | Provider | Year | Country |
---|---|---|---|
Milu Villela grant ($ 500 USD) | TVST | 2021 | United States of America |
Knights Templar Eye Foundation Travel Grant ($ 1,110 USD) | ARVO | 2020 | United States of America |
Tools for Formatting and Validation of Research Microdata | CNPq PIBIC | 2012 | Brazil |
Media
Awards
- Most Valuable Professional [NTT DATA, 2018]
- Global Finalist - NTT DATA Hackathon [NTT DATA, 2018]
- TOP 46 - Valuable Young Leader [Harvard Business Review, 2018]
- Semifinalist - Data For Climate Action [UN GLobal Pulse, 2017]
- Survey Skills Development Course [IBGE, 2017]
- Rio de Janeiro´s Semifinalist – SEBRAE Challenge [SEBRAE, 2012]
Research Reports
Title | Team | Institution | Year |
---|---|---|---|
Strabismus and Artificial Intelligence App: Optimizing Diagnostic and Accuracy | DE FIGUEIREDO, L. A.; DIAS, J. V. P.; POLATI, M.; CARRICONDO, P. C.; DEBERT, I. | Translational Vision Science & Technology/TVST | 2021 |
A polícia e os 'black blocs'. A percepção dos policiais sobre junho de 2013 | RUEDIGER, M. A. ; SOUZA, R. M. ; GRASSI, A. S. ; LUZ, M. ; DIAS, J. V. P. | Fundação Getúlo Vargas/DAPP | 2014 |
Mobilidade urbana e cidadania: percepções dos usuários de transporte público no Brasil. | RUEDIGER, M. A. ; SOUZA, R. M. ; GRASSI, A. S. ; LUZ, M. ; DIAS, J. V. P. | Fundação Getúlo Vargas/DAPP | 2014 |
Books published
Title | Team | Institution | Year |
---|---|---|---|
ICT IN HEALTH 2016 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2017 |
ICT IN HEALTH 2015 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2016 |
ICT HOUSEHOLDS 2016 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2017 |
ICT HOUSEHOLDS 2015 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2016 |
ICT ENTERPRISES 2015 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2016 |
ICT IN EDUCATION 2016 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2017 |
ICT IN EDUCATION 2015 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2016 |
ICT KIDS ONLINE BRAZIL 2016 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2017 |
ICT KIDS ONLINE BRAZIL 2015 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2016 |
ICT NONPROFIT ORGANIZATIONS 2016 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2017 |
ICT IN CULTURE 2016 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2017 |
CULTURA E TECNOLOGIAS NO BRASIL: um estudo sobre as práticas culturais da população e o uso das tecnologias de informação e comunicação | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2017 |
ICT ELECTRONIC GOVERNMENT 2015 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2016 |
ICT PROVIDERS 2014 | SENNE, F. J. N. ; JEREISSATI, T. ; PITTA, M. T. ; RIBEIRO, M. M. ; DIAS, J. V. P. et al | Brazilian Internet Steering Committee | 2015 |
Social
Press
- How do data driven companies monetize their data? [Chief Data & Analytics Officer Brazil, 2021]
- Podcast: What is A.I.? [IPP - Radio Pinheiros, 2019]
- LINK - Grandes artistas na oftalmologia [Revista Universo Visual, 2018]
- LINK - Brazil's election: as polarised as can be [Financial Times, 2014]
- What does a Statistician do? [Rádio Família 104.5fm, 2013]
Conferences
Title | Team | Conference | Year |
---|---|---|---|
Invited Session - Offline Signature Recognition with Machine Learning | DIAS, J. V. P. | 11th IASC-ARS Conference | 2019 |
Tools for Formatting and Validation of Research Microdata | DIAS, J. V. P.; SILVA, P. L. N. | 21º SINAPE - Simpósio Nacional de Probabilidade e Estatística | 2014 |
Invited Talks and Panels
- Data Privacy Ops and GDPR [CIAB, 2020]
- AI for Strabimus [ARVO, 2020]
- Tracking Systems for Banking Sector [CIAB, 2018]
- IX International Life Sciences Institute Congress [ILSI, 2018]
Congress
- 60th ISI World Statistics Congress [ISI, 2015]
- Congresso de tecnologia da informação para instituições financeiras [CIAB, 2018]
Symposium
- Web Scraping as a alternative data sources to predict E-Commerce indicators [StatCan International Methodology Symposium, 2018]
Workshops
- No Code AI [XIII SBO, 2022]
- DRY AI - A mobile app to assist physicians on assessment of dry eye as an alternative of noninvasive tear break-up time [ARVO Learn, 2019]
- VII NIC.br Annual Workshop on Survey Methodology [NIC.br, 2017]
- VI NIC.br Annual Workshop on Survey Methodology [NIC.br, 2016]
Hackathons
- AI Mentor [HackHealthTech, 2021]
Seminars
- AI, Privacy and Open Banking [Bradesco Innovation Day, 2020]
Meetups
- Reproducing papers and evaluating benchmarks in the pre-training of Language Models in Portuguese [Santander Meetups, 2019]
- DataOps Frameworks [Itaú Meetups, 2019]
Teaching
- Innovation Class in Ophthalmology: How to train your algorithm [USP HC, 2023]
- Introduction to Neural Networks [Captalys, 2021]
- Innovation Class in Ophthalmology: ML for Physicians [USP HC, 2020]
- Statistical Power for Data Scientists [NTT DATA, 2019]
- Innovation Class in Ophthalmology: How to train your algorithm [USP HC, 2019]
- The Grammar of Graphics [NTT DATA, 2019]
- Data Visualization with Python and R [NTT DATA, 2019]
- Introduction to Neural Networks [NTT DATA, 2018]
- Machine Learning Hands-On [NTT DATA, 2018]
- Convolutional Neural Networks [NTT DATA, 2018]
- Introduction to TensorFlow [Mackenzie, 2017]