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Projects

Interactive Map of Diffuse Source Emissions in Chile (2019-2023)
Interactive Map of Diffuse Source Emissions in Chile (2019-2023)
Geospatial analysis project focused on the visualization of pollutant emissions from diffuse sources (agricultural burning and residential wood combustion) across Chile. It utilizes Python-based data processing and interactive cartography to map emission density at the communal level, enabling the identification of environmental hotspots and supporting air quality monitoring between 2019 and 2023.
Burnout Analysis in the Tech Industry (Power BI)
Burnout Analysis in the Tech Industry (Power BI)
Data analysis project covering everything from data cleaning and modeling of over 22,000 records using Power Query to the creation of a Power BI dashboard. The objective is to identify critical workplace burnout and mental fatigue factors, validating hypotheses on the impact of overtime and work-life balance to propose data-driven talent retention strategies.
Power BI
Consumer Price Analysis of the Basic Food Basket in Chile (2020-2025)
Consumer Price Analysis of the Basic Food Basket in Chile (2020-2025)
Data analysis project covering the cleaning of 1.8M records from ODEPA, memory optimization with PARQUET, to interactive app deployment. The goal is to visualize the evolution and regional gaps in food prices in Chile (2020-2025).
Rotten Tomatoes Reviews Analysis (NLP)
Rotten Tomatoes Reviews Analysis (NLP)
Natural Language Processing (NLP) project covering everything from text data cleaning and tokenization to the implementation of sentiment analysis models on thousands of movie critic reviews. The objective is to automatically classify opinions as positive or negative and extract semantic patterns using Python and text mining techniques to understand the critical perception of various cinematic productions.
Bilingual Sentiment Analyzer with XLM-RoBERTa
Bilingual Sentiment Analyzer with XLM-RoBERTa
Development of a Natural Language Processing (NLP) model capable of classifying sentiment (Positive or Negative) in English and Spanish movie reviews. The final model, XLM-RoBERTa, is deployed as an interactive web application on Hugging Face Spaces.
Latin America Development Web Visualizer
Latin America Development Web Visualizer
Data visualization project that integrates World Bank socioeconomic indicators extracted with an API to analyze progress in Latin America. It covers the processing of multiple time series and the creation of an interactive web application built with Python and Streamlit, allowing for the comparison of growth, health, and education metrics across regional countries to identify disparities and historical development trends.
Python
SarcasmDiffusion
SarcasmDiffusion
Fine-tuning of Stable Diffusion XL adjusted via LoRA to learn the visual style of ironic and sarcastic memes, using the Hateful Memes Dataset (Facebook AI).
Global AI Labor Market (2025)
Global AI Labor Market (2025)
Analysis to understand labor market trends in Artificial Intelligence and Machine Learning through a study of 15,000 global job offers.
Tableau
Proyecto-mlops-automl-reddit
CI/CD Pipeline de MLOps diseñado para ser completamente autónomo extrayendo datos en vivo desde la API de Reddit, los procesa, entrena un modelo de ML propio con AutoML y despliega los resultados en un dashboard interactivo que se actualiza automáticamente.
Python
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