Gustavo Ferratti

Gustavo Ferratti Email and Phone Number

Engenheiro de MLOps @ NTT DATA, Inc.
Araraquara, SP, BR
Gustavo Ferratti's Location
Araraquara, São Paulo, Brazil, Brazil
About Gustavo Ferratti

Hello! I'm Gustavo =]I currently work as an Analytics Engineer at Ipiranga, one of the leading companies in the Brazilian fuel market. I also hold a Ph.D. in Production Engineering from UFSCar (with a sandwich period at the University of California), specializing in Computational Sociology. I found my professional calling in Data Science and ML Engineering, but my heart still beats for the research and teaching areas that shaped me into the professional and human being I am. I return to them whenever possible.My main professional challenge is applying computational methods and rigorous scientific methodology to understand various social and economic phenomena. Daily, I use various tools for analyzing large datasets, focusing on Python, PySpark, and Power BI.I believe my background in exact sciences is complemented by the knowledge I acquired in management and humanities, providing me with an interdisciplinary perspective on everyday challenges. I am versatile, self-taught, and curious. I am also a calm person, open to dialogue and knowledge sharing.For a chat over coffee, my hobbies include literature, games, music, cooking, and martial arts.

Gustavo Ferratti's Current Company Details
NTT DATA, Inc.

Ntt Data, Inc.

View
Engenheiro de MLOps
Araraquara, SP, BR
Website:
ipiranga.com.br
Employees:
3871
Gustavo Ferratti Work Experience Details
  • Ntt Data, Inc.
    Engenheiro De Mlops
    Ntt Data, Inc.
    Araraquara, Sp, Br
  • Ipiranga
    Analytics Engineer
    Ipiranga Aug 2023 - Present
    São Paulo, Brazil
    I work in the maintenance and support of Machine Learning models in the Strategic Pricing team at Ipiranga Combustíveis, with a cross-functional data role that encompasses various responsibilities, including: 1) Modeling: I develop and review modeling rationales in collaboration with the business area, ensuring that the pricing models meet the expectations of the end users. 2) Feature selection/feature engineering: I select and create new features to enhance the intelligence and… Show more I work in the maintenance and support of Machine Learning models in the Strategic Pricing team at Ipiranga Combustíveis, with a cross-functional data role that encompasses various responsibilities, including: 1) Modeling: I develop and review modeling rationales in collaboration with the business area, ensuring that the pricing models meet the expectations of the end users. 2) Feature selection/feature engineering: I select and create new features to enhance the intelligence and predictive capability of ML models. 3) Retraining and model optimization: I retrain production models, versioning them, and optimize hyperparameters to ensure higher accuracy in predictions. 4) Code quality and optimization: I continuously review code, applying clean code principles and the Zen of Python. I work to find a better balance between processing and memory (downcasting, proper typing, etc.). 5) Testing and data quality: I design unit tests and integration tests to ensure the robustness of the models. 6) Documentation and knowledge management: I maintain robust documentation in Confluence to manage and disseminate Data Science knowledge within the team. 7) Interface between areas: I act as an intermediary between the Strategic Pricing, Data Science, Data Engineering, and Machine Learning Operations teams. My daily toolset includes (but is not limited to): Python, Kedro, Azure DevOps, SQL, Databricks, and PySpark. I have solid knowledge in Statistics and Machine Learning models (Classification, Regression, Boosting, Clustering, NLP, among others). Show less
  • Plos
    Academic Reviewer
    Plos Apr 2024 - Sep 2024
    United States
    I work as an academic reviewer for the scientific journal PLOS ONE, contributing to ensuring the quality and methodological rigor of research from various fields of knowledge. I do this by participating in the peer review process (double-blind review). I primarily evaluate original research involving the fields of sociology, computer science, and linguistics. PLOS ONE is a journal that emphasizes the accessibility of science, publishing innovative articles freely and without access barriers.
  • Pecege Esalq/Usp
    Research Advisor
    Pecege Esalq/Usp Feb 2022 - Jan 2024
    São Paulo, Brasil
    Academic advising on final course projects in Data Science and Digital Business MBA programs.
  • 4Biz
    Data Consultant
    4Biz Mar 2023 - Aug 2023
    São Paulo, Brazil
    As a Data consultant, I helped build data analyses for hospital costs and logistic routing to gain meaningful insights for improving the performance of two major clients. By enhancing the quality of information consumed by top management, there was a strategic redirection of the company's business.
  • Adn Buildings
    Business Intelligence Analyst
    Adn Buildings Oct 2022 - Dec 2022
    São Carlos, Sp. Brazil
    I worked as a business intelligence analyst at ADN, a company in the construction industry that views data as a strategic asset. Among my main activities were: (a) Developing and maintaining dashboards in Power BI. (b) Retrieving information from SQL databases using Power Query. (c) Optimizing the company's data flow and reducing processing latency in the cloud based on best data engineering principles. (d) Automating bureaucratic processes using Robotic Process Automation (RPA) tools, such as… Show more I worked as a business intelligence analyst at ADN, a company in the construction industry that views data as a strategic asset. Among my main activities were: (a) Developing and maintaining dashboards in Power BI. (b) Retrieving information from SQL databases using Power Query. (c) Optimizing the company's data flow and reducing processing latency in the cloud based on best data engineering principles. (d) Automating bureaucratic processes using Robotic Process Automation (RPA) tools, such as Microsoft Automate. Show less
  • Lab Dados || Data Lab
    Co-Founder
    Lab Dados || Data Lab Feb 2020 - Oct 2022
    São Carlos, Sp. Brazil
    I am one of the co-founders of Data Lab. Data Lab is a group affiliated with the Organizational Studies Core (NEO) at UFScar, whose mission is to disseminate methodological and technological knowledge in the field of Data Science to other areas such as Engineering, Social Sciences, Economics, and Administration. My roles included strategic planning, content creation and curation, event promotion, and building a strong network of researchers.
  • Ufscar - Federal University Of São Carlos
    Capes Scholarship Holder
    Ufscar - Federal University Of São Carlos Sep 2019 - Aug 2022
    São Carlos, Sp. Brazil
    As a CAPES scholarship holder during my Ph.D., in addition to conducting my research activities, I had to engage in teaching and extension activities. Throughout this academic journey, I integrated quantitative approaches from the Data Science field (e.g., NLP, social network analysis, multiple correspondence analysis) with more qualitative approaches from the Organizational Studies area (narratologies, discourse analysis, content analysis). Across the three articles that collectively… Show more As a CAPES scholarship holder during my Ph.D., in addition to conducting my research activities, I had to engage in teaching and extension activities. Throughout this academic journey, I integrated quantitative approaches from the Data Science field (e.g., NLP, social network analysis, multiple correspondence analysis) with more qualitative approaches from the Organizational Studies area (narratologies, discourse analysis, content analysis). Across the three articles that collectively constitute my doctoral thesis, I employed a variety of mixed methods to investigate: 1. Jungian archetypes in fantastic literature; 2. Narratives of CEOs from Big Tech Companies on Twitter; 3. Trajectories and capitals mobilized by Big Techs.Supervisor: Mário Sacomano Neto.Co-Supervisor: Silvio Eduardo Alvarez Candido.Supervisor during the sandwich period: Jessica Santana.Undergraduate researchers I advised: Ramon Roque, Júlia Ortolani, Gabriela Galvão Ferri Lot, and João Paulo Florido. Show less
  • Federal University Of São Carlos
    Teaching Assistant
    Federal University Of São Carlos Aug 2020 - Jan 2021
    São Carlos, Sp. Brazil
    I was a teaching assistant in the discipline of Industrial Organization taught by Professor Mário Sacomano Neto at UFSCar. I assisted classes on Tuesdays from 08:00 to 12:00. Among my activities were: teaching classes, selection and update of didactic material, fomenting class discussions.
  • Uc Santa Barbara
    Visiting Researcher
    Uc Santa Barbara Mar 2022 - Jun 2022
    Santa Barbara, Ca. Usa
    I was a visiting scholar at the Technology Management Program, an interdisciplinary graduate program linked to the College of Engineering at the UCSB. I was advised by Prof. Jéssica Santana, an outstanding scholar known by her work on Entrepreneurial Failure. During that time, I developed a project about Diversity, Equity, and Inclusion (DEI) to understand and minimize the cases of academic failure, especially those involving underrepresented minorities (URM). The project had a quantitative… Show more I was a visiting scholar at the Technology Management Program, an interdisciplinary graduate program linked to the College of Engineering at the UCSB. I was advised by Prof. Jéssica Santana, an outstanding scholar known by her work on Entrepreneurial Failure. During that time, I developed a project about Diversity, Equity, and Inclusion (DEI) to understand and minimize the cases of academic failure, especially those involving underrepresented minorities (URM). The project had a quantitative stage involving data analytics with Power Bi and Python, and a qualitative stage involving interviews and participant observation. I also helped Prof. Santana building up her entrepreneurial failure website, attended her Entrepreneurship classes as a guest student, and learnt from her the best practices of multidisciplinary studies. Show less
  • Federal University Of São Carlos - Ufscar
    Ph.D. Assistant
    Federal University Of São Carlos - Ufscar Apr 2021 - Mar 2022
    São Carlos, Sp. Brazil
    The Institutional Modernization Project (PIM, in Portuguese) is a program to stimulate innovation and entrepreneurship in Brazilian higher educations courses. My role as an assistant was to help modernize teaching and pedagogical practices using as benchmark renowned USA colleges and universities. Among my activities were: advising the reformulation of the Engineering courses curriculum in UFSCar; fostering research and extension activities associated with entrepreneurship and innovation;… Show more The Institutional Modernization Project (PIM, in Portuguese) is a program to stimulate innovation and entrepreneurship in Brazilian higher educations courses. My role as an assistant was to help modernize teaching and pedagogical practices using as benchmark renowned USA colleges and universities. Among my activities were: advising the reformulation of the Engineering courses curriculum in UFSCar; fostering research and extension activities associated with entrepreneurship and innovation; establishing a solid international research cooperation network between UFSCar and USA educational institutions. Show less
  • Simplicode
    Programming Professor
    Simplicode Sep 2020 - Feb 2021
    Brasilia, Federal District. Brazil
    I was a Python and Scratch private professor for kids and teenagers all over Brazil who wanted to learn in online classes how to code their own scripts, games, and apps.
  • Federal University Of São Carlos - Ufscar
    Capes Scholarship Holder
    Federal University Of São Carlos - Ufscar Feb 2017 - Feb 2019
    São Carlos, Sp. Brazil
    My master's degree sought to explore the controversies existing in a prominent startup in the IT segment through the Actor-Network Theory (ANT). Combining ethnography with discourse analysis, I was able to come up with critical questions about a growing startup model in Brazil. This model involves controversies as: reconciling a playful and relaxed image with precarious exploiting work practices, talking about DEI policies while privileging socially dominant groups, affirming that profit is… Show more My master's degree sought to explore the controversies existing in a prominent startup in the IT segment through the Actor-Network Theory (ANT). Combining ethnography with discourse analysis, I was able to come up with critical questions about a growing startup model in Brazil. This model involves controversies as: reconciling a playful and relaxed image with precarious exploiting work practices, talking about DEI policies while privileging socially dominant groups, affirming that profit is less important than humanitarian values and systematically prioritize the financial aspect in decision-making processes. Show less
  • Trevisan Business School
    Mba Professor
    Trevisan Business School Dec 2018 - Jan 2019
    São Carlos, Sp. Brazil
    I was hired to teach in an in-company course at Serasa Experian for an MBA class in Risk Management and Controllership. I taught the subject of IT Governance with a workload of 16 hours.
  • Federal University Of São Carlos. Ufscar
    Teaching Assistant
    Federal University Of São Carlos. Ufscar Aug 2017 - Dec 2017
    São Carlos, Sp. Brazil
    I was a teaching assistant in the discipline of Organization Theory taught by Professor Mauro Rocha Côrtes at UFSCar. I assisted in two different classes: C1 - Wednesday from 14:00 - 18:00, C2 - Friday from 14:00 - 18:00. Among my activities were: elaborating the semester lesson plan, preparing evaluative activities, teaching classes (30% of the total workload), preparing class material, selecting digital media that would allow students to associate theory with practice (excerpts from films… Show more I was a teaching assistant in the discipline of Organization Theory taught by Professor Mauro Rocha Côrtes at UFSCar. I assisted in two different classes: C1 - Wednesday from 14:00 - 18:00, C2 - Friday from 14:00 - 18:00. Among my activities were: elaborating the semester lesson plan, preparing evaluative activities, teaching classes (30% of the total workload), preparing class material, selecting digital media that would allow students to associate theory with practice (excerpts from films, interviews , newspapers, websites and images). Show less
  • Raízen
    Operations Supervisor
    Raízen May 2015 - Jul 2016
    Araraquara, Sp. Brazil
    I was Supervisor of Logistics Distribution and Trading Operations for the Raízen group (a joint venture between Shell and Cosan). Among my main activities were:• Product quality control;• Management of internal vehicle supply logistics;• Control of periodic maintenance of equipment and assets;• Supervision of the work of the Loading Operators;• Consulting and technical assistance to Station Leaders in the Araraquara Regional.• Management of local infrastructure… Show more I was Supervisor of Logistics Distribution and Trading Operations for the Raízen group (a joint venture between Shell and Cosan). Among my main activities were:• Product quality control;• Management of internal vehicle supply logistics;• Control of periodic maintenance of equipment and assets;• Supervision of the work of the Loading Operators;• Consulting and technical assistance to Station Leaders in the Araraquara Regional.• Management of local infrastructure investments (OPEX);• Administrative control of the terminal (costs, overtime)• Activities aimed at adhering to Health, Safety and Environment plans, with observations to prevent incidents, safety dialogues and committees of good practices;• Purchases and direct negotiations with suppliers obeying the competition guidelines established in the Authorities Manual; Show less
  • Raízen
    Commercial Analyst
    Raízen Feb 2014 - Apr 2015
    Paulínia, Sp. Brazil
    I worked at the Paulínia Fuel distribution terminal as a commercial analyst, more specifically, in the business-to-business market. I performed back office services, supporting two Sales teams, namely: New Business Brazil and B2B São Paulo. In my customer service experience, I had contact with: mining companies, power plants, thermal plants, carriers, industries, retailers and others. Among the activities that I developed in this period are: elaboration of commercial proposals, monitoring of… Show more I worked at the Paulínia Fuel distribution terminal as a commercial analyst, more specifically, in the business-to-business market. I performed back office services, supporting two Sales teams, namely: New Business Brazil and B2B São Paulo. In my customer service experience, I had contact with: mining companies, power plants, thermal plants, carriers, industries, retailers and others. Among the activities that I developed in this period are: elaboration of commercial proposals, monitoring of customers, cost control, follow up of sales, economic studies, prospecting for new customers and market analysis. Show less
  • Universidade Estadual Paulista Júlio De Mesquita Filho
    Pesquisador Assistente
    Universidade Estadual Paulista Júlio De Mesquita Filho Jan 2013 - Dec 2013
    Brazil
    Fui membro da equipe de pesquisa do Prof. Paulo Aguiar, dedicando 8 horas por semana a estudos e experimentos no Laboratório de Processamento de Sinais. Durante esse período, pude expandir meus conhecimentos em técnicas de usinagem, programação de software em MatLab, inteligência artificial e modelagem de processos. Meus estudos contribuíram para o desenvolvimento de um sistema inteligente capaz de classificar níveis de queima em processos de usinagem por retificação plana. Após a apresentação… Show more Fui membro da equipe de pesquisa do Prof. Paulo Aguiar, dedicando 8 horas por semana a estudos e experimentos no Laboratório de Processamento de Sinais. Durante esse período, pude expandir meus conhecimentos em técnicas de usinagem, programação de software em MatLab, inteligência artificial e modelagem de processos. Meus estudos contribuíram para o desenvolvimento de um sistema inteligente capaz de classificar níveis de queima em processos de usinagem por retificação plana. Após a apresentação da pesquisa, recebi nota máxima e um convite para fast track de mestrado acadêmico. Show less
  • Unesp
    Electronic Engineer
    Unesp Nov 2011 - Nov 2013
    Bauru, Sp. Brazil
    The Baja SAE project is a competition between Higher Education Institutions of Engineering that challenges students through the development of an offroad vehicle. The objective of each team is to build a prototype of a robust recreational vehicle, off-road and single-seater, aiming at its commercialization to the enthusiastic amateur public. The vehicle must be safe, easily transportable, and simple to operate. The vehicle must also be able to overcome rough terrains without significant damage.… Show more The Baja SAE project is a competition between Higher Education Institutions of Engineering that challenges students through the development of an offroad vehicle. The objective of each team is to build a prototype of a robust recreational vehicle, off-road and single-seater, aiming at its commercialization to the enthusiastic amateur public. The vehicle must be safe, easily transportable, and simple to operate. The vehicle must also be able to overcome rough terrains without significant damage. I participated in the project on the Pac Baja team. Our team had the direct contribution of 25 students of Mechanical Engineering, 3 of Electrical Engineering (including myself), and financial support from more than 12 sponsors. Our advisor was Prof. Luiz Daré Neto. Show less

Gustavo Ferratti Skills

English As Second Language Writing R Sap Control And Automation Linux Data Science Selling Skills Microsoft Windows Windows Microsoft Powerpoint Matlab Teaching Electronics Oil And Gas Industry Communication Data Analytics Team Leadership Engineering Natural Language Processing Artificial Intelligence Microsoft Office Programming Microsoft Word Economic Sociology Microsoft Excel Economic Anthropology Big Data Vba Engenharia Microsoft Project Organization Studies Market Analysis Reading Comprehension Python Business Strategy Teamwork Analytical Skills Sistemas Operacionais Research Machine Learning Big Data Analytics

Gustavo Ferratti Education Details

Frequently Asked Questions about Gustavo Ferratti

What company does Gustavo Ferratti work for?

Gustavo Ferratti works for Ntt Data, Inc.

What is Gustavo Ferratti's role at the current company?

Gustavo Ferratti's current role is Engenheiro de MLOps.

What schools did Gustavo Ferratti attend?

Gustavo Ferratti attended Ufscar - Federal University Of São Carlos, Fiap, Ufscar - Federal University Of São Carlos, São Paulo University, Unesp - São Paulo State University, Senac - University Center.

What are some of Gustavo Ferratti's interests?

Gustavo Ferratti has interest in Filmes E Seriados, Education, Science And Technology, Música (Baterista E Guitarrista Amador), Jogos, Ciência E Tecnologia, Tabuleiro, Card Game E Rpg, Arts And Culture, Cinema.

What skills is Gustavo Ferratti known for?

Gustavo Ferratti has skills like English As Second Language, Writing, R, Sap, Control And Automation, Linux, Data Science, Selling Skills, Microsoft Windows, Windows, Microsoft Powerpoint, Matlab.

Who are Gustavo Ferratti's colleagues?

Gustavo Ferratti's colleagues are Ketllyn Dos Santos, Jéssica Bellé, Junior Gt, Stevan Alvares, Clysmam Da Silva Alvarenga, Eder Abadie Mendes, Alan Delon.

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