Portfolio

Selected AI and ML projects

A curated set of AI applications, machine learning systems, MLOps platforms, and data products based on real production experience and selected research work.

PhotoFolio — Photography Portfolio Platform project cover

Frontend / Creative Portfolio

PhotoFolio — Photography Portfolio Platform

Built a modern photography portfolio experience to showcase visual work with fast navigation, responsive layouts, and a polished project presentation layer.

Impact: Demonstrates product-minded frontend engineering through a real, public-facing portfolio project with strong visual presentation.

Next.jsReactTypeScriptTailwind CSSSanity+1 more
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MLOps / ML Platform

MLOps / ML Platform

ML Automation Platform with Kubeflow

Designed and implemented an ML automation platform to standardize training, deployment, and lifecycle operations for machine learning workflows.

Impact: Production-oriented platform work for repeatable ML delivery.

PythonPyTorchscikit-learnKubeflowKubernetes+2 more
LLM / Recommendation Systems

LLM / Recommendation Systems

LLM Recommendation System with Vector Databases

Built recommendation systems using large language models and vector databases to improve cross-selling opportunities and product discovery.

Impact: Applied LLMs to real business recommendation workflows.

PythonOpenAIVectorDBsPyTorchscikit-learn
MLOps / Production ML

MLOps / Production ML

ML Model Monitoring and A/B Deployment Framework

Implemented shadow and A/B deployments for machine learning models, improving validation, monitoring, and production rollout safety.

Impact: Safer model releases through monitoring and controlled experimentation.

DatabricksMLflowAWSCloudFormationSnowflake+2 more
Computer Vision / Edge AI

Computer Vision / Edge AI

Edge Computer Vision System for Vehicle Analysis

Designed and deployed computer vision systems on Jetson devices for vehicle movement detection, route analysis, and curb detection.

Impact: Distributed edge inference for real-world video and geolocation workflows.

PythonTensorFlowOpenCVRedisDocker+3 more
NLP / Research

NLP / Research

AI Model to Predict Article Virality

Researched deep learning architectures to predict which of two press headlines would become more viral, comparing LSTM, BERT, and transformer encoder approaches.

Impact: Published research applying deep learning to headline virality prediction.

PythonTensorFlowNLPLSTMBERT+1 more
Machine Learning / Web Application

Machine Learning / Web Application

Student Dropout Prediction and Clustering

Built a data-centric application to predict student dropout risk and cluster dropout patterns using supervised and unsupervised learning techniques.

Impact: Award-winning software engineering grade project at Universidad Icesi.

DjangoPythonJavaScriptHerokuKNN+3 more
LLM / Data Automation

LLM / Data Automation

GPT-3 Data Labeling Automation

Fine-tuned GPT-3 models to automate data labeling workflows, reducing manual effort and improving the scalability of ML data preparation.

Impact: Practical LLM automation for internal ML data workflows.

OpenAIGPT-3PythonNLP
Data Generation / AutoML

Data Generation / AutoML

Synthetic Data Generation for Google AutoML

Created synthetic datasets to train and evaluate Google AutoML NLP and Vision models, improving model accuracy through targeted data generation.

Impact: Improved model training data for NLP and computer vision use cases.

JavaGoogle Cloud AutoMLNLPVisionSpring Batch