Farid Sayago — MLOps Engineer
MLOps Engineer from Colombia specializing in Python, AWS, Kubernetes, Docker, Terraform, data pipelines, and AI agent orchestration.
Projects
wiener-git
A Python implementation of Git's core internals — blob, tree, and commit objects — built from scratch to deeply understand version control systems. Covers content-addressable storage, SHA-1 hashing, object serialization, and CLI design patterns.
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WHTTP — HTTP Server in C
An HTTP/1.1 server written from scratch in C, handling raw socket I/O, request parsing, and response formatting. Built to gain hands-on mastery of API security primitives — buffer boundaries, header injection, and connection management.
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Wiener Tickets — ML Ticket Prediction
An end-to-end MLOps pipeline for predicting IT support ticket categories using supervised classification models in Python. Implements the full ML lifecycle: data ingestion, feature engineering, model training, experiment tracking, and automated retraining.
View on GitHub
Experience
Lead Investigator — Universidad Santo Tomás (June 2022 – January 2026)
Led the design and implementation of econometric models for academic publications. Developed sampling and parameterization tools using R and Python. Visualized research insights using Business Intelligence tools.
Associate Investigator — Universidad Santo Tomás (June 2024 – January 2025)
Implemented Big Data processing scripts for foreign trade research using Dask. Automated data pipelines with Python to handle large volumes of external trade data.
Data Analyst — Intcomex (June 2025 – January 2026)
Built and automated dashboards from OLAP cube queries for Human Capital, Finance, and Accounting teams. Delivered data modeling and analysis with operational impact across 14+ countries. Automated ETL pipelines with Python.
Skills
Python, AWS, Kubernetes, Docker, Terraform, MLOps, Machine Learning, Data Pipelines, AI Agent Orchestration, Django, Flask, PostgreSQL, Business Intelligence, Git, Linux, Go
Contact
LinkedIn: linkedin.com/in/faridsayago
GitHub: github.com/faridsz0605
Twitter: x.com/farids0805