Seeking to use technology as a means of improving people's lives through AI/ML. As the transistor revolution has shaped today's society, I believe AI/ML is the way forward. To this end, I focused my master's studies on NLP, and I currently work as a Data Scientist/ML Engineer at the CESAR innovation center, which produced the following achievements:* A Multigenre Part-of-Speech Tagger for Brazilian Portuguese (Porttagger): current state of the art based on the BERTtimbau language model (Portuguese BERT)* Lip (image) segmentation and lipstick application for people with visual impairmentsMy expertise extends to programming in Python and utilizing a range of essential libraries, including PyTorch, MLFlow, Hugging Face, OpenCV, and more. I thrive on tackling complex challenges in AI/ML and am excited to explore how these technologies can continue to drive positive change in our world.
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Chief Technology OfficerF2It Sep 2024 - PresentSão Paulo, Brazil
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Software Engineer | Nlp, LlmsStefanini Group Jan 2024 - Sep 2024 -
Software EngineerTuring Dec 2023 - Sep 2024 -
Data ScientistCesar Jan 2022 - Dec 2023Sorocaba, São Paulo, Brazil• Developed a computer vision solution that uses image segmentation to identify lips and apply lipstick to the user's lips• Designed and coordinated the data annotation process that resulted in a representative and high-quality dataset • Evaluated multiple model architectures which led to 92% performance (mIoU) using PyTorch as the Deep Learning framework -
Machine Learning SpecialistFacens | Faculdade De Engenharia De Sorocaba Feb 2020 - Jan 2022Sorocaba, Sao Paulo, Brazil• Architected and developed a computer vision solution to detect vehicles from a surveillance camera with object detection techniques that achieved 90% performance (mAP) and real-time inference on embedded hardware• Led the computer vision team with the agile methodology to prioritize client needs to the project backlog• Implemented a continuous integration with automated tests (Github Actions) that increased the team’s productivity by requiring less time from reviewers to manually catch common errors• Created a pipeline for data annotation (stored in Blob Storage) and model training in Azure Machine Learning (Azure Cognitive Services) that enabled fast model deployments. -
Autonomous Vehicles Research InternFacens | Faculdade De Engenharia De Sorocaba Feb 2019 - Feb 2020Sorocaba Area, Brazil• Developed embedded software and a computer vision system for an autonomous vehicle platform• Implemented a neural network for segmenting the scene containing the vehicle's navigable area
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Software Engineer InternCesar - Instituto De Inovação Dec 2017 - Jan 2019Sorocaba E Região, Brasil• Developed a platform for manual inspection of breaks in optical fibers using microscopic images• Researched and implemented a proof-of-concept computer vision system for classifying user emotions
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Junior Software DeveloperGreend . Fábrica De Softwares Mar 2017 - Nov 2017Sorocaba E Região, BrasilDeveloped web applications using APS.NET MVC technologies. -
Software Development InternGreend . Fábrica De Softwares Sep 2016 - Feb 2017Sorocaba - SpMaintained a legacy application in Delphi.
Emanuel Huber Education Details
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Computer Engineering
Frequently Asked Questions about Emanuel Huber
What company does Emanuel Huber work for?
Emanuel Huber works for F2it
What is Emanuel Huber's role at the current company?
Emanuel Huber's current role is Software Engineer | AI, NLP.
What schools did Emanuel Huber attend?
Emanuel Huber attended Universidade De São Paulo, Facens | Faculdade De Engenharia De Sorocaba.
Who are Emanuel Huber's colleagues?
Emanuel Huber's colleagues are Eduardo Candioto Fidelis, Anna Matrone, Joel Galvão Moraes, Rafael Smith, Pietro Lo Presti Campos, Bruno Mariussi, Zac Mcflanagan.
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Emanuel Huber
Hydrogeologist | Geophysicist | Data Scientist | Programmer | R | Water Ressources, Supply, Infrastructure & EconomicsGreater Bern Area4stanford.edu, unibas.ch, laposte.net, geotest.ch -
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