Miguel C.

Machine Learning Engineer

Miguel is a highly skilled and innovative Machine Learning Engineer with a passion for leveraging technology to enhance people's lives. With over four years of professional programming experience and a lifelong dedication to the field, Miguel has developed proficiency in Python and Golang.

He specializes in building ETL pipelines and APIs to serve machine learning models effectively.

Miguel holds a Bachelor's degree in Computer Engineering from PUC-Rio, where he honed his technical skills and established a strong foundation for his career. In addition to his technical expertise, he is committed to sharing his knowledge through educational initiatives like the "Explaining ML" series, which aims to make machine learning concepts more accessible and understandable.

Miguel’s combination of technical skill, innovation, and dedication to education makes him a valuable asset in the field of machine learning.

Main expertise
  • Computer Vision 4 years
  • Machine Learning
    Machine Learning 4 years
  • NLP 4 years
Other skills
  • Transformer Network 3 years
  • Golang
    Golang 3 years
  • MongoDB
    MongoDB 2 years
Miguel
Miguel C.

Brazil

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Selected experience

Employment

  • Machine Learning Engineer

    Freelance - 1 year

    Pavise:

    • Developed by Miguel Pinheiro, Pavise is a machine learning product that mutes specific words, especially profanity, in videos.
    • Utilizes the ASR model Whisper for identifying and muting unwanted words, creating a family-friendly viewing experience.
    • Built with cloud technologies including Cloud Run, Compute Engine, App Engine, Cloud Storage, and Cloud Tasks for scalability and performance.

    Explaining ML:

    • Created the "Explaining ML" series to demystify machine learning concepts.
    • Covers a range of topics from Linear Regression to Neural Networks and Transformers, providing learners with a deeper understanding of machine learning techniques like GLMs, Decision Trees, and Unsupervised Learning.

    Technologies:

    • Technologies:
    • Machine Learning Machine Learning
    • NLP
    • Google Cloud Google Cloud
    • Python Python
    • Golang Golang
    • API
    • TensorFlow TensorFlow
  • Machine Learning Engineer

    Globo - 5 years 1 month

    • Designed and developed an automated chatbot dialog creation and editing tool, incorporating powerful abstractions that significantly enhanced productivity;
    • Created an inference model to accurately predict fraudulent account sharing within Globo's streaming service, contributing to a more secure user experience;
    • Spearheaded developing and maintaining an ML Platform, streamlining the training and test processes for machine learning models;
    • Leveraged expertise in neural networks, PyTorch, TensorFlow, and LLM to implement cutting-edge machine learning solutions;
    • Stayed abreast of the latest advancements in machine learning and technology, continuously enhancing skills to drive innovation and excellence.

    Technologies:

    • Technologies:
    • Machine Learning Machine Learning
    • NLP
    • Google Cloud Google Cloud
    • Python Python
    • Golang Golang
    • API
    • TensorFlow TensorFlow

Education

  • BSc.Computer Engineering

    Pontifícia Universidade Católica do Rio de Janeiro · 2017 - 2022

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