I'm Carlos,
I design and deploy production-grade ML systems across diverse AI domains. From prototyping to scalable deployment, I build robust pipelines that transform cutting-edge research into reliable, real-world solutions.
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About Me
Senior Machine Learning Engineer
I build and deploy machine learning systems that solve real problems. I work across the entire ML pipeline: from prototyping models in TensorFlow and PyTorch to implementing them in production. My focus is on creating reliable, scalable AI solutions that work in the real world.
Languages
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Spanish
Native -
English
Fluent -
German
Intermediate
Key Skills
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Problem Solving
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Team Collaboration
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Analytical Thinking
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Effective Communication
Technical Skills
Python
6 years
TensorFlow
3 years
PyTorch
3 years
SQL
2 years
Azure
2 years
AWS
2 yearsOther Relevant Skills
Scikit-Learn, PySpark, Pandas, NumPy, Seaborn, Matplotlib, Plotly
Background
Education
M.Sc. in Engineering Sciences
Tecnológico de Monterrey
- Developed a neural network-based interface for lab practices, leveraging real-time feedback to enhance learning efficiency.
- Published research on an educational tool applying data-driven control methods to non-linear systems using TensorFlow and Arduino.
B.Sc. in Mechatronics
Tecnológico de Monterrey
- Created a webpage to predict volcanic eruptions using machine learning algorithms, providing accurate predictions and a user-friendly interface with Flask.
- Implemented fuzzy control for a Furuta pendulum, demonstrating effective control strategies with MATLAB and 3D CAD software.
Experience
Senior Machine Learning Engineer
Corteza AI
- Architect and manage scalable AI infrastructure on AWS using Terraform and Kubernetes, overseeing critical services like EKS, ECR, S3, and EC2 Image Builder to ensure production stability.
Machine Learning Engineer
Corteza AI
- Led the end-to-end fine-tuning pipeline for internal LLMs, managing the process from codebase/documentation scraping to dataset creation and model training.
- Developed optimized inference scripts for diverse models (object detection, diffusers, LLMs) and integrated third-party APIs (OpenAI, Anthropic) for generative tasks.
Adjunct Professor
Tecnológico de Monterrey
- Taught "Design and Development of Applications" (high school), guiding students on programming and electronics projects using the micro:bit platform.
Data Analyst
Telus International
- Analyzed and annotated diverse digital content (video, text, geo-data) to improve training data quality for AI-driven search and recommendation models.
Portfolio