Igor Pontes

Igor Pontes

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Senior Machine Learning Engineer
Québec City, Quebec, Canada
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Jobs verified_user 0% verified
  • AAPC
    Senior Machine Learning Engineer
    AAPC
    Oct 2022 - Current (4 years 1 month)
    Focused at the intersection of MLOps and deploying Large Language Models (LLMs) on Kubernetes, orchestrating seamlessly. In this role at Semantic Health, later acquired by AAPC, I design and implement feature and inference pipelines, utilizing Prefect, Seldon, MLflow, and Feast for efficient model deployment and management in healthcare. Key Responsibilities:
    • Implement, train, and optimize LLMs for healthcare applications, ensuring accuracy and efficiency.
    • Utilize Kubernetes for scalable LLM deployment across GPUs and servers.
    • Oversee data preprocessing to maintain quality and relevance for LLM inputs.
    • Apply advanced methods, like RAG, for enhanced model outputs.
    • Stay updated on open-source LLM advancement
  • CBC/Radio-Canada
    Senior Machine Learning Engineer
    CBC/Radio-Canada
    Apr 2021 - Oct 2022 (1 year 7 months)
    • Implemented end-to-end automation of feature, train, and inference pipelines for machine learning models, utilizing cutting-edge technologies. This resulted in the seamless integration of models into the production environment, enhancing efficiency and reducing deployment time.
    • Led and executed the conceptualization of an innovative, user-personalized experience across three core CBC/Radio-Canada products: News, Video Streaming, and Podcast platforms. The strategic initiative aimed to elevate user engagement and satisfaction, contributing to the overall success of the organization.
    • Developed a dynamic recommendation system, specifically tailored for registered users. This system empowered users to explore and discover conten
  • FLO EV Charging
    Data Scientist - Head of Marketing Intelligence
    FLO EV Charging
    Feb 2020 - Apr 2021 (1 year 3 months)
    • Manage a team of researchers and analysts to design and execute qualitative and quantitative research, including determining research methods, developing research guidelines, and providing research reports.
    • Analyze daily, weekly and monthly reporting on usage and intervention performance using a variety of key performance indicators.
    • Communicate data-driven insights and recommendations to key stakeholders.
    • Elaboration of a modern data warehouse architecture.
    • Build data pipelines to integrate different sources of data. R, Shiny, R Markdown, Azure, Azure DevOps, Azure Data Factory, Databricks, MLOps and Predictive maintenance.
  • FLO EV Charging
    Senior Software Designer
    FLO EV Charging
    Apr 2018 - Feb 2020 (1 year 11 months)
    As a Software Designer, Mr. Pontes must:
    • analyze customer needs;
    • carry out the programming (“front-end” and “back-end”);
    • participate in the design of organic architecture;
    • define and evolve cloud resources in Azure;
    • construction of PoC (proof of concept);
    • creation of intuitive data visualizations with Power BI;
    • do code reviews of other analyst-programmers;
    • participate in functional, integrated and acceptance tests;
    • perform unit tests;
    • carry out the continuous integration implementation and continuous deployment using Azure DevOps
    • correct the anomalies;
    • write and update technical documentation;
    • support other analyst-programmers. The technologies used a
  • I
    Software Engineer
    Industrial Alliance Financial Services
    May 2017 - Apr 2018 (1 year)
    ● DAR - Annual Information Return I am working on automating a new process that ensures an error free generation of Annual Information Report decreasing the costs by 75%. This shorter process gives the client more time to submit the report right in time. In this project, a centralized place has been created to manage the entire AIR to be produced by reducing manual tasks as much as possible. Nowadays, iA produces automatically an AIR by 95%. Techs: C#, WebAPI, Asp.Net MVC, MSSQL, Git, Postman for API testing. ● OscarWeb I was working on developing the OscarWeb system by adding new features to retain retiring clients or in terminating employment. Techs: <
  • Cofomo
    Software Engineer
    Cofomo
    Mar 2016 - May 2017 (1 year 3 months)
    In charge of maintenance and evolution of the systems of the Support Sector for the preparation and implementation of road projects for the Quebec Ministry of Transport. Technologies used: ASP.NET, VB.NET, Oracle (SQL, PL / SQL and reports), MSSQL Reporting Services.
  • B
    Software Engineer
    Banco do Estado de Sergipe
    Sep 2012 - Mar 2016 (3 years 7 months)
    Working on the project "New Solutions in Visual Studio 2013" of the BANESE bank, which gave me experience in a large company and the ability to work with cross-functional teams. The objectives of this project are the following:
    • Create a new UI design pattern for new applications with new technologies like HTML5, CSS3 and ASP.NET MVC 5.
    • Create a strategy for migrate legacy systems developed in .NET Framework 1.1 to the .NET Framework 4.5.
    • Create a new user experience using the concepts of UX design to ensure good usability and accessibility to access legacy systems from web or mobile devices.
    • Define a new tiered architecture in
  • P
    Software Engineer
    Plataforma OLS360
    Aug 2012 - Jan 2014 (1 year 6 months)
    • I worked in a team of Agile software development as a teleworker in the development of two applications. The first solution is a social networking application in the field of sport. This application was developed using new technologies such C#, ASP.NET MVC 4 and Twitter Bootstrap. The second is a POS application (Point of Sale) for some local stores of Edmonton. The application was written in C# programming language and developed using Telerik Controls for UI and Entity Framework as ORM.
  • Universidade Federal de Sergipe
    Software Engineer
    Universidade Federal de Sergipe
    May 2011 - Jul 2012 (1 year 3 months)
    • Designing, architecting, writing, debugging, profiling a mobile application that support the research of PhD. Maria Augusta Silveira Netto Nunes in the extraction of a person's personality; Using HTML5, CSS3, Javascript, jQuery Mobile, I18n, XML, SQLite3 and PhoneGap technologies.
    • Development of mobiPETIC, a mobile application for support PETIC Methodology; Application developed on Android using Java and Protocol Buffers to communicate with server.
  • S
    Software Engineer
    Oct 2009 - Mar 2011 (1 year 6 months)
    • Designed, wrote, debugged, profiled, optimized, and maintained a healthcare EHR / EMR application; the application was developed using C# and ASP.Net, and for data management we used a textual database with multimedia called LightBase.
    • Development of a document management system used for Human Resources of TCE-SE (The Court of Auditors of Sergipe); the system was developed using C# and ASP.Net, and for data management we used a textual database with multimedia called LightBase.
    • Had experience in the field of OCR technology
  • S
    Software Engineer
    Mar 2008 - Sep 2009 (1 year 7 months)
  • W
    Web Developer
    Jan 2008 - Feb 2008 (2 months)
    • Development of a web application of Public relations (PR) that manage the flow of information between an organization and its publics called AgilComunica; this application was developed on framework CakePHP and using Javascript, PHP, HTML, PostgreSQL.
Education verified_user 0% verified
  • C
    Deep learning
    Cégep de Sainte-Foy
    Jan 2020
  • Université Laval
    master, Master's degree, Artificial Intelligence
    Université Laval
    Jan 2019 - Jan 2022 (3 years 1 month)
  • C
    Sciences de données - machine learning
    Cégep de Sainte-Foy
    Jan 2019
  • Universidade Federal de Sergipe
    bachelor, Bachelor's degree, Computer Science
    Universidade Federal de Sergipe
    Jan 2010 - Jan 2012 (2 years 1 month)
  • Universidade Federal de Pernambuco
    bachelor, Bachelor's degree, Computer Science
    Universidade Federal de Pernambuco
    Jan 2005 - Jan 2009 (4 years 1 month)
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