PORTFOLIO PROJECTS

Training CNN with Keras

Training CNN with Keras from Scratch

Deep Learning Keras TensorFlow Computer Vision Image Classification

Comprehensive guide on building convolutional neural networks from scratch using Keras and TensorFlow. Demonstrates practical implementation of CNN architectures for image classification with detailed explanations and interactive examples.

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SageMaker with LocalStack

Simulating AWS SageMaker Inference with LocalStack

AWS SageMaker LocalStack Docker Local Testing ML Inference

Practical guide for simulating AWS SageMaker inference endpoints locally using LocalStack. Demonstrates how to test and develop ML inference pipelines without incurring AWS costs, with containerized setup and CI/CD integration.

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project

Microsoft Hackathon Project: Connect+ - Platform to boost networking for women in tech using Azure

LLM Document Intelligence AI Search Azure Data Lake Docker Azure Cosmos DB

Full-stack platform based on microservices to promote the inclusion of women in technology, with scalable architecture, reproducible pipelines, efficient communication between services and containerised deployment using containers.

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BLOG

How I fine-tuned CNN models with the Keras Functional API (includes demo)

Walkthrough on applying transfer learning, customizing CNN architectures, and deploying models with experiment tracking and monitoring.

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EXPERIENCE & EDUCATION

Experience

  • Credicorp Capital (2026 – Present) – Cloud & MLOps Engineer – Lima, Peru
  • Cirion Technologies (2023 – 2026) – Cloud Architect – Lima, Peru
  • Lumen (2019 – 2022) – Cloud Engineer – Lima, Peru
  • Seidor (2018 – 2019) – On-Premises Specialist – Lima, Peru

Education

  • MSc Statistical Engineering, Engineering National University, Peru – In progress
  • MSc Data Science, University of Bath, England – 2025
  • Diploma: Python for Data Science, VIU, Spain – 2023
  • BSc Network and Communications Engineering, UPC, Peru – 2022
  • Technician: Data & Network Communications, TECSUP, Peru – 2014