Daniel Aguirre

Machine Learning Engineer @Epam SYSTEMS

Data EntryEngineerIT✔️ IT🧑‍🔬 Engineer🧨 ConsultingSystem ArchitectBackend DeveloperDevOpsEmbedded DeveloperDatabase DeveloperComputer engineerML EngineerData ScientistData EngineerData AnalystBI Analyst

I am a Machine Learning Architect and Lead Software Engineer with over 14 years of experience in artificial intelligence, machine learning, and cloud-based distributed systems. Over the past three years, a significant portion of my work has focused on Generative AI, Large Language Models (LLMs), and agentic AI architectures, building production-grade systems that leverage AI to automate processes, enhance data analysis, and power intelligent applications. Currently, I work as a Lead Software Engineer and Machine Learning Architect at EPAM, where I design and lead the implementation of end-to-end AI systems. My experience spans the full AI/ML lifecycle, including data engineering, feature engineering, model training, deployment, monitoring, and operationalization through MLOps and LLMOps practices. In recent years, I have actively worked on Generative AI projects, including: Designing and implementing RAG (Retrieval-Augmented Generation) architectures for semantic search platforms, enterprise knowledge systems, and intelligent assistants. Fine-tuning and adapting Large Language Models for domain-specific business applications. Building agentic workflows and AI agents, leveraging modern AI orchestration frameworks and event-driven architectures. Developing production LLM pipelines, integrating embeddings, vector databases, and retrieval systems. Creating applications powered by LLMs, prompt engineering, and multi-agent orchestration. I also have strong experience designing cloud-native AI architectures, leveraging AWS, Infrastructure as Code (AWS CDK), scalable data pipelines, and real-time processing systems. My background in machine learning, system architecture, backend engineering, and cloud computing enables me to design and deploy robust, scalable, production-ready AI platforms that deliver measurable business value.

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Work Background

Lead Software Engineer, Ml Enginner en EPAM

EPAM SystemsLead Software Engineer, Ml Enginner en EPAM

Nov. 2021Colombia

Lead Software Engineer, Machine Learning Engineer at EPAM

EPAM SystemsLead Software Engineer, Machine Learning Engineer at EPAM

Desarrollador Senior back-end ,ml Enginner

S4N, an EPAM CompanyDesarrollador Senior back-end ,ml Enginner

Jul. 2020 - Apr. 2022Colombia

Machine Learning Engineer

LaHausMachine Learning Engineer

Jul. 2018 - Jul. 2020MedellinMachine Learning Engineer. I focus on management and machine learning project strategies, data mining, deep learning applications, automatic recommendations, lead scoring, among others.

Regional Analyst-Data Mining and BI

O-IRegional Analyst-Data Mining and BI

Nov. 2016 - Sep. 2018Colombia- Interpreting data, analyzing results using statistical techniques -Developing and implementing data analyses, data collection systems and other strategies that optimize statistical efficiency and quality -Acquiring data from primary or secondary data sources and maintaining databases

Consulting team leader

SOLEXConsulting team leader

Jan. 2016 - Dec. 2016ColombiaConsulting team leader • Developing and build data models that helps making decisions on different industry subjects. • Coordinating and create ETL Implementations and business intelligence models on data warehouse • Improve business intelligence reports,better visualization techniques and UO

Analista de inteligencia empresarial

iuvityAnalista de inteligencia empresarial

Oct. 2014 - Dec. 2015ColombiaTechno-functional consultant, and capable business intelligence analyst To perform financial and transactional analysis to banks, -Implementation of ETL with qlik view -generation of balanced scorecards for application monitoring -Generation of predictive models for customer adoption. -Bi qlik view server server manager -Knowledge in databases and Big Data management, - Dictate training on managing balanced scorecards for Customers impacted by the solution,

Consultor en Inteligencia de Negocios

Solex ColombiaConsultor en Inteligencia de Negocios

Mar. 2013 - Dec. 2014Coordinating and create ETL Implementations and business intelligence models on data warehouse

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AI & Lead Engineer: 14+ Years Experience

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