Octavio Bomfim Santiago
A professional Data Scientist passionate about how data and computing can change the world. Experience in Analytics, Data Science and Algorithms in different areas. Guided by results, curiosity and problem solving. Experience in the field of chemical engineering working in oil and gas industry and creating solutions for the paper and pulp, metal and mining industries, among others.
Informações coletadas do Lattes em 01/12/2024
Acadêmico
Formação acadêmica
Graduação em Engenharia Química
2011 - 2019
Universidade Federal do Rio de Janeiro
Título: Monitoramento de uma estação de tratamento de efluentes industriais utilizando machine learning
Orientador: Bruno Didier Olivier Capron
Formação complementar
2015 - 2017
Science Without Borders. , Monash University, MONASH, Austrália.
2015 - 2017
Science Without Borders. , Monash University, MONASH, Austrália.
Idiomas
Inglês
Compreende Bem, Fala Bem, Lê Bem, Escreve Bem.
Espanhol
Compreende Razoavelmente, Fala Razoavelmente, Lê Razoavelmente, Escreve Razoavelmente.
Projetos de pesquisa
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2011 - 2012
Desenvolvimento de compósito a base de resina e dióxido de titânio, Descrição: Iniciação científica no desenvolvimento de compósito a base de resina e dióxido de titânio para colete à prova de balas no LabTerm - Laboratório Químico de Análise Térmica - UFRJ.. , Situação: Desativado; Natureza: Pesquisa. , Alunos envolvidos: Graduação: (2) / Doutorado: (1) . , Integrantes: Octávio Bomfim Santiago - Coordenador / Veronica Calado - Integrante.
Histórico profissional
Experiência profissional
2017 - 2018
The Lubrizol CorporationVínculo: Civil servant, Enquadramento Funcional: HSES Intern, Regime: Dedicação exclusiva.
Outras informações:
- Data analysis in the effluent treatment plant
- Follow up of the action plans in the plant
- Conducting studies to improve processes and technologies
- Created a machine learning algorithm to predict lab results
- Contract and Purchase Order management using SAP
- Support for the area of projects, purchases and technical analysis
- Follow-up of legislation, environmental licenses and standards
- Negotiate and attend meetings with suppliers and customers
2018 - 2018
Ipiranga Produtos de PetróleoVínculo: Civil servant, Enquadramento Funcional: Engineer Intern, Regime: Dedicação exclusiva.
Outras informações:
- Data Analysis in the economics cost area of the gas plant
- Elaborated a project that reduced in more than 34% of total costs using Data Analysis
- Monitoring of the integrated management system
- Negotiate and attend meetings with suppliers and customers
2018 - 2019
Radix Engenharia e Desenvolvimento de SoftwareVínculo: Civil servant, Enquadramento Funcional: Data Scientist, Regime: Dedicação exclusiva.
Outras informações:
- Developing AI/Machine Learning solutions such as Churn prediction, Clustering and Customer retention for marketing, Anomaly
detection in a Big Data environment using scikit-learn, pandas, TensorFlow, h2o, spark, Hadoop, PyTorch, and other tools.
- Tech leader in the Data Science project that brought Machine Learning and AI solutions to the Pulp and Paper Industry.
Developed a Machine Learning model that predicted sheet-break in the wet end of the machine.
- Team Leader in a data-driven project to a Lead Energy company that integrated and transformed more than 13 different
sources to generate valuable insights for the Trading Area. All developed in a Big Data Cloud-based clustered environment.
- Analyze and take insights from Big Data in a Cloud-Based Environment with Microsoft Azure
- Data Solutions Architect on Microsoft Azure using Azure Machine Learning, Databricks, Azure Data Factory, Azure Data Lake,Virtual Machines, Azure SQL, Microsoft Power BI, and more.
- Developing BI solutions with the whole Data Engineering process constructing ETLs with PySpark, SQL, Python, and developing Dashboards on Power BI.
- Close contact with Clients through meetings, project presentations, and writing proposals.
- Working with Data Scientist HR recruitment process, interviews, and technical tests
2019 - 2020
White Martins Gases IndustriaisVínculo: Civil servant, Enquadramento Funcional: Data Scientist and Advanced Analytics Esp, Regime: Dedicação exclusiva.
Outras informações:
- Developing data-driven solutions for many companies in the Linde Group worldwide. Delivered solutions for Brazil, Argentina,United States, Canada, Australia, Singapore, Malaysia, and more. The impact of all projects was more than US$ 2 Mi.
- Digital Transformation: Working in end to end data-driven solutions with machine learning models to empower the company's
operations. Extracting, transforming, and processing data to obtain main insights.
- Data Science: Team leader in Data Science projects that brought Machine Learning and IA solutions to the company following agile development practices, developing, testing, modeling, and using MLOps to monitor the whole process. Developing withPython, R, SQL, ML Flow, Azure DevOps, and others.
- Business Intelligence: Developing analytical tools and automated Tableau dashboards to give key insights to our business teams.
- AI portfolio includes Churn Models for Marketing, Anomaly detection, Clustering, and Recommendation System for Sales,Timeseries models, OCR for contracts, Analytics models for Procurement.
2020 - Atual
Modec, IncVínculo: Civil servant, Enquadramento Funcional: Data Scientist and Machine Learning Engineer, Regime: Dedicação exclusiva.
Outras informações:
- Developing ML models for Anomaly detection with unsupervised learning using LSTM/autoencoder approach with Keras, OCSVM,and PCA with scikitlearn, Remaining Useful Life with XGBoost, and more for the Oil & Gas industry
- Developing and maintaining AI/ML models in a Microsoft Azure Cloud Environment: Databricks, Azure Machine Learning services,Azure Data Lake, Azure Data Factory, Azure Blob Storage, Azure SQL, Azure DevOps
- Creating projects that bring Machine Learning and IA solutions to clients following Agile development practices with Scrum
- Creating Dashboard and Visualizations using Power BI and Tableau for key users
- Technical lead for Data Scientists HR recruitment process and tests
- Machine Learning Engineer: Implementing solutions and maintaining the ML infrastructure for production/dev environment
- Leading the Innovation team at Shape and bringing innovative solutions to improve models, projects and infrastructure
Criando um monitoramento
Nossos robôs irão buscar nos nossos bancos de dados todos os processos de Octavio Bomfim Santiago e sempre que o nome aparecer em publicações dos Diários Oficiais, avisaremos por e-mail e pelo painel do usuário
Criando um monitoramento
Nossos robôs irão buscar nos nossos bancos de dados todas as movimentações desse processo e sempre que o processo aparecer em publicações dos Diários Oficiais e nos Tribunais, avisaremos por e-mail e pelo painel do usuário
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