Hi, I'm Edsequille Publico, an AI/ML Engineer with a track record of building end-to-end AI solutions, from real-time computer vision to predictive health analytics. I enjoy turning complex data into practical tools, collaborating with cross-functional teams, and shipping production-ready systems. I've shipped firmware and software for hardware devices, trained and deployed multimodal models, and built API-driven services and dashboards. I love learning new tech, optimizing pipelines, and applying AI to public health, safety, and innovative hardware applications.

Edsequille Publico

Hi, I'm Edsequille Publico, an AI/ML Engineer with a track record of building end-to-end AI solutions, from real-time computer vision to predictive health analytics. I enjoy turning complex data into practical tools, collaborating with cross-functional teams, and shipping production-ready systems. I've shipped firmware and software for hardware devices, trained and deployed multimodal models, and built API-driven services and dashboards. I love learning new tech, optimizing pipelines, and applying AI to public health, safety, and innovative hardware applications.

Available to hire

Hi, I’m Edsequille Publico, an AI/ML Engineer with a track record of building end-to-end AI solutions, from real-time computer vision to predictive health analytics. I enjoy turning complex data into practical tools, collaborating with cross-functional teams, and shipping production-ready systems.

I’ve shipped firmware and software for hardware devices, trained and deployed multimodal models, and built API-driven services and dashboards. I love learning new tech, optimizing pipelines, and applying AI to public health, safety, and innovative hardware applications.

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Language

English
Fluent

Work Experience

Senior Software Engineer at Grandsun Advanced Electronics Philippines Co Inc
December 1, 2020 - October 1, 2024
Developed and tested firmware for audio and Bluetooth devices; conducted software verification and performance validation; provided technical support to production teams and customer service; prepared engineering documents including process documentation and development reports; implemented engineering control procedures and trial production processes; handled version control and continuous improvement initiatives; built internal production automation tools using Python.
AI/Machine Learning Developer at Enritech
March 1, 2025 - Present
Trained and fine-tuned multimodal and computer vision models (YOLO, Qwen-VL) using DeepSpeed, LoRA, and QLoRA. Built end-to-end model pipelines including dataset preparation, training configuration, and experiment tracking. Deployed LLM and VLM models on Runpod Serverless; configured GPU workers and deployment endpoints. Developed production-ready FastAPI inference servers; built Docker images and optimized containers for deployment. Managed Hugging Face repositories including safetensors, version control, and model cards. Designed scalable API endpoints for mobile and web app consumption.
Prompt Engineer (Part-time) at RM Worthy Virtual Assistants
September 1, 2025 - Present
Designed AI agents and workflow automations using Hatz AI and n8n. Created system prompts, multi-step logic flows, and task automations. Configured integrations, conditional flows, and basic workflow logic for business operations.
Senior Software Engineer at Grand Sun Advanced Electronics
December 1, 2020 - October 31, 2024
Developed firmware for audio and Bluetooth devices; conducted software verification and performance validation; prepared engineering documentation; implemented engineering control procedures and trial production processes; handled version control and continuous improvement initiatives; provided technical support to production teams and customer service.
AI/ML Engineer at EnriTech
March 1, 2025 - Present
Trained and finetuned multimodal and computer vision models (YOLO, Qwen-VL) using DeepSpeed, LoRA, and QLoRA. Built end-to-end model pipelines including data preparation, training configuration, and experiment tracking. Deployed LLM and VLM models on Runpod Serverless; configured GPU workers and deployment endpoints. Developed production-ready FastAPI inference servers; built Docker images and optimized containers for deployment. Managed Hugging Face repositories with version control and model cards. Designed API endpoints for mobile and web app consumption.
Prompt Engineer (Part-time) at Worthy Virtual Assistant
September 1, 2025 - Present
Designed AI agents and workflow automations using Haz AI and n8n; created system prompts, multi-step logical flows, and task automation. Configured integrations, conditional flows, and basic workflow logic for business operations.

Education

Bachelor of Science in Mechatronics Engineering at Batangas State University
June 1, 2013 - July 1, 2019
Associate Data Science at DataCamp
January 1, 2025 - January 15, 2026
Bachelor of Science in Mechatronics Engineering at Batangas State University
June 1, 2013 - July 1, 2019

Qualifications

Certified Associate Data Scientist – DataCamp
January 1, 2025 - January 15, 2026
Certified AI Engineer for Developer - DataCamp
January 1, 2025 - January 15, 2026
PLM Scholar
January 11, 2030 - January 15, 2026
Google Developer Groups on Campus
January 11, 2030 - January 15, 2026
Data Scientist Associate
February 1, 2025 - February 24, 2026
AI Engineer Associate
December 1, 2025 - February 24, 2026

Industry Experience

Computers & Electronics, Software & Internet, Manufacturing, Healthcare, Media & Entertainment, Education