Bryan Darquea
Bryan Darquea

Data Scientist / Machine Learning Engineer

Actively looking · Member since 5 May 2026
Message
Location
Ecuador
Desired salary
Unspecified
Work preference
Full Time
Experience level
Not set

About

Professional summary

I am a Machine Learning Engineer with over 2 years of experience in model development, data analysis, and workflow automation. I specialize in building end-to-end machine learning pipelines and integrating AI solutions into production systems to drive business value. My expertise spans AI/ML frameworks such as TensorFlow, PyTorch, and scikit-learn, as well as MLOps tools like MLflow and Hugging Face Spaces.

Currently, I am exploring Agentic AI systems, focusing on autonomous decision-making and scalable AI pipelines that can automate complex workflows. I have hands-on experience deploying models on cloud platforms including Azure and Google Cloud, and automating business processes using tools like Power Automate and Azure Logic Apps.

Throughout my career, I have worked in both consulting and freelance roles, delivering ML-driven solutions for international clients and research projects. I am passionate about leveraging data-centric optimization techniques and advanced machine learning methods to solve real-world problems.

I have also contributed to scientific research as a data analyst intern and research assistant, gaining valuable experience in data monitoring, validation, and collaboration within multidisciplinary teams. My technical skills are complemented by certifications from Microsoft and Google, highlighting my commitment to continuous learning and professional growth.

I am fluent in Spanish and have intermediate proficiency in English, enabling me to work effectively in diverse, international environments. I am eager to contribute my skills to innovative projects that push the boundaries of AI and machine learning.

Skills

7 capabilities

Experience

Career history

AI / Machine Learning Engineer (Contract) handytec

Developed a clustering-based proof of concept to identify potentially fraudulent sales patterns from transactional data. Built and deployed a sales forecasting pipeline across SKU, store, and country levels using Azure Data Foundry. Designed scalable data workflows integrating preprocessing, modeling, and automated updates for business reporting. Implemented agentic AI workflows using n8n for automated content generation leveraging LLMs. Automated internal business processes using Power Automate and Azure Logic Apps, improving operational efficiency. Collaborated with cross-functional teams in an international consulting environment to deliver ML-driven solutions.

AI/ML Consultant (Freelance) Self-employed

Developed deep learning models for audio and image classification, and time series forecasting using TensorFlow and PyTorch. Designed and implemented end-to-end ML pipelines, including data preprocessing, feature engineering, model training, and validation. Evaluated model performance using statistical metrics and guided optimization for real-world deployment. Advised on research projects, contributing to methodology design, experimental setup, and results interpretation.

Data Analyst Intern KM3NeT Calibration Working Group

Monitored and evaluated the status of the KM3NeT positioning subsystem (electronic compass system). Developed Python-based tools for data monitoring, validation, and analysis. Built data pipelines to support continuous analysis and research workflows. Collaborated with multidisciplinary international teams to identify and solve technical issues. Presented weekly progress and results through structured reports and presentations. Participated in 4 conferences (2 national, 2 international).

Secretary – KM3NeT Working Group Yachay Tech University

Coordinated weekly meetings, including agenda planning and documentation of key outcomes. Tracked progress on group objectives and maintained structured reports.

Research Assistant KM3NeT – Underwater Neutrino Telescope

Conducted technical reviews of internal research documentation and datasets. Gained experience working with scientific databases and experimental data.

Education

Learning history

Google Developers Machine Learning Bootcamp LATAM

ML & DL Training Program

Yachay Tech University

Bachelor of Science in Physics

Honor Award: Cum Laude

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