Technical Skills

Programming Languages

Python

JavaScript/TypeScript

C++

MATLAB

GenAI and ML Frameworks

OpenAI, HuggingFace, AWS Bedrock, MCP

LangGraph, LangChain, LangSmith

ChromaDB, Pinecone, PGVector

Pytorch, Tensorflow, Scikit-Learn, Keras

Numpy, Pandas, Matplotlib

Software Engineering

Git, GitHub, GitLab

Postgres, ElasticSearch

Docker, Kubernetes

Professional Experience

AI Engineer
Bluedrive IT Services FZCO
January 2025 - Present
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AI Customer Chatbot Development

Developed AI Customer Chatbot for Fixbet-related queries from Turkish Client. The chatbot supports query regarding customer API from GraphQL query, FAQ integration using pgvector database, multi-language support through LangGraph, and deepseek as primary LLM used.

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Containerization & API Development

Containerized the Chatbot through Docker and docker-compose. Exposed the chatbot logic through FastAPI.

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CI/CD Pipeline Development

Developed Gitlab CI Pipeline for continuous integration.

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Kubernetes Infrastructure

Helped with building kubernetes manifest for development, preproduction, and production cluster.

Instructor 6
University of the Philippines Los BaΓ±os
April 2021 - July 2025
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Engineering Education

Teaches Electrical, Electronics, and Computer Engineering subjects (Control Systems, Robotics, Signals Processing, Machine Learning)

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Research Publications

Published research articles about machine learning and electrical engineering applications

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Student Supervision

Supervised students about machine learning topics about classification, regression, object detection, and building chatbots.

Project Staff 2
University of the Philippines Los BaΓ±os
August 2022 - May 2023
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DOST-PCIEERD Research Project

Research project titled "Development of CNN and RNN Topology for Impedance Spectroscopy Analysis" funded by Department of Science and Technology (DOST-PCIEERD).

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Data Science & ML Optimization

Responsible for data visualization, feature engineering, and machine learning optimization process.

Part-Time Lecturer
ACES Review Center
May 2022 - July 2024
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Board Exam Preparation

Taught Electrical Engineering Board Exam Subjects in preparation for the board exam of recent EE graduates.

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University Partnerships

Taught undergraduate students in MAPUA, LPU-Cavite, and CDM for their EE Correlations Subject in preparation for the board exam.

Education

Masters of Engineering
Electrical Engineering
University of the Philippines Diliman
August 2022 - Present
Bachelors of Science
Electrical Engineering
University of the Philippines Los BaΓ±os
August 2015 - August 2020
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Academic Excellence

GPA: 1.76/1.00

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Class Ranking

Rank 3 of Class of 2020

Publications

Journal Articles
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Tomato Leaf Disease Classification

Berdin R., Caduyac R.C. (2025): Towards interpretability: Assessment of residual networks for tomato leaf disease classification. Res. Agr. Eng.

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Electrochemical Impedance Spectroscopy

R.C.M. Caduyac, J.P.A. Ramoso, J.P.R. Arazas, and R.C.V. Tomas, "Electrochemical Impedance Spectroscopy based Discrimination of Materials using Artificial Neural Networks," UP Los BaΓ±os Journal, vol. XXII, no. 1, pp. 62, Apr.-Oct. 2024.

Book Chapters
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Water Potability Prediction

R.C.M. Caduyac and J.F.R. Chan, "Comparative Analysis of Water Potability Prediction Based on Classical Machine Learning Algorithms and Artificial Neural Networks," in CRC Press eBooks, 2024, pp. 149–153.

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ArUco Marker Detection

A.D. Sta. Cruz, J. Osayan, L.R. Moreno, and R.C. Caduyac, "Performance of ArUco Detector in ArUco Marker Detection Using Non-GPS Drone," in CRC Press eBooks, 2024, pp. 63–67.