Miguel Trejo

Technical Account Manager at Google

Greater Mexico City, State of Mexico
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Summary

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Miguel Trejo is a Technical Account Manager at Google with 7+ years in IT networking and a long track record designing and operationalizing Data Center and Cloud strategies for large enterprises. He blends hands-on networking expertise (ACI, Nexus, UCS) and virtualization with customer-facing roles—presales, solutions architecture and technical account management—helping teams evolve services and seize upsell opportunities. Miguel pairs mentoring and team-building skills with a strong engineering background from Cisco and Public Sector engagements, driving consistency and operational optimization across complex deployments. Beyond networking, he contributes to open-source ML infrastructure—enhancing PyCaret’s time-series module and improving Feast’s DynamoDB online store—demonstrating a bridge between infrastructure and ML product needs. Known for pragmatic automation and reproducibility (MLFlow integration, batch deduplication), he surfaces technical improvements that reduce operational toil while enabling innovation. Based in Greater Mexico City, he combines telecom roots (Tecnológico de Monterrey) with a rare mix of network architecture and ML/feature-store engineering.
code6 years of coding experience
job18 years of employment as a software developer
bookBachelor Electronics and Telecommunication, Bachelor Electronics and Telecommunication at Tecnológico de Monterrey
bookCASS
languagesEnglish, Spanish
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6,399reputation
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154answers
22questions
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Github Skills (30)

feature-store10
python10
data-science10
data-engineering10
machine-learning10
time-series10
mlflow10
amazon-dynamodb10
dynamodb10
aws10
data-analysis10
testing9
pytest9
amazon-web-services9
scikit-learn9

Programming languages (3)

C++Jupyter NotebookPython

Github contributions (5)

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pycaret/pycaret

Aug 2020 - Jul 2021

An open-source, low-code machine learning library in Python
Role in this project:
userData Scientist
Contributions:85 reviews, 128 commits, 18 PRs in 11 months
Contributions summary:Miguel primarily focused on adding and modifying the base timeseries module, introducing key functionalities for time series analysis within the PyCaret library. Their contributions included the implementation of setup function, designed for preparing data, and the incorporation of new features such as outlier removal and target transformation. The user integrated MLFlow tracking to monitor and log experiments, including data, plots, and data profiles for enhanced experiment tracking and reproducibility. Additional contributions included adding auto_select, save_model and load_model functions.
pythonpycarettime-seriesclassificationdata-science
feast-dev/feast

Feb 2022 - Apr 2022

The Open Source Feature Store for Machine Learning
Role in this project:
userBack-end Developer
Contributions:25 reviews, 7 commits, 7 PRs in 1 month
Contributions summary:Miguel primarily contributed to the implementation and enhancement of the DynamoDB online store within the Feast feature store. Their work included adding support for batch reads, introducing a configurable batch size, and implementing a mechanism to deduplicate batch write requests. The user also focused on improving the DynamoDB integration by adding support for endpoint URLs and making other general improvements to the DynamoDB functionality, including fixing bugs and adding unit tests.
pythondata-qualitydata-sciencemlmachine-learning
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