Juan David Serna

Background

About Juan David Serna

The more unlikely an event is, the more information it contains when it occurs." Information Theory As an expert in directing machine learning and AI teams, I excel in integrating AIOps, LLMOps, and event-driven architectures to revolutionize enterprise resource planning (ERP) systems. My expertise lies in seamlessly connecting business logic to automated supply management systems, leveraging AI models for classification, prediction, recommendation, and planning, all deployed within containerized environments on AWS. I specialize in processing both structured and unstructured data (including text, audio, images, and videos), utilizing time series analysis and transformer models to classify transactional behavior and deliver highly accurate predictive results. This capability extends to real-time processing of ERP business logic via an event-driven architecture, which feeds a merged API and subsequently powers a web application hosted on AWS. This system automates critical supply chain decisions, ensuring efficiency and accuracy. My approach encompasses the development of multimodal systems enriched by large language models (LLMs), incorporating Master Data Management and Knowledge Graphs to create a robust and intelligent data infrastructure. My leadership in machine learning and AI enables businesses to drive innovation, efficiency, and strategic decision-making through advanced AI-driven solutions.