- Development of End-to-End Modeling Processes: Led the development of comprehensive processes for training predictive models for market analysis. This includes model selection, training, and the generation of backtesting results to validate model performance.- Model Interpretability: Ensured the interpretability of model results to provide actionable insights.- MLOps and DevOps Integration: Implemented MLOps and DevOps practices to streamline the model development lifecycle, ensuring… Show more - Development of End-to-End Modeling Processes: Led the development of comprehensive processes for training predictive models for market analysis. This includes model selection, training, and the generation of backtesting results to validate model performance.- Model Interpretability: Ensured the interpretability of model results to provide actionable insights.- MLOps and DevOps Integration: Implemented MLOps and DevOps practices to streamline the model development lifecycle, ensuring robust deployment and monitoring of models.- Model Review and Optimization: Conducted thorough reviews of modeling techniques and continuously optimized model performance and interpretability. Show less

Taught an advanced course on artificial intelligence to international students, covering key concepts such as statistics, support vector machines (SVM), decision trees, deep neural networks, convolutional networks, and long short-term memory (LSTM) networks.

In charge of setting home and business insurance prices in Colombia, Chile, and Ecuador through data analytics. Worked with multidisciplinary teams, leading various products, including calibrations, to ensure optimal pricing and market competitiveness.

I completed a research internship where I worked on enhancing the HAWC Observatory's cosmic ray energy estimation algorithms. I employed advanced machine learning techniques using Python and also developed algorithms using C++ on ROOT, the CERN software framework.

Worked at the Ministry of ICT of Colombia on a massive initiative to expand programming knowledge among the general public, promoting digital literacy and providing opportunities for people to develop coding skills.

Worked at Ecopetrol as a Data Scientist and machine learning, focusing on optimizing industrial processes through machine learning models and data visualization using Power BI.

Worked in a research group focused on developing optimization solutions for lenses using artificial intelligence. Applied machine learning algorithms to design and construct high-performance optical systems, improving precision and efficiency in various optical applications.