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Work Background
XentriAI, Inc.Machine Learning Engineer
Jul. 2023Taguig, National Capital Region, Philippines- spearheaded R&D and business development of XentriAI, Inc. creating three business opportunities for data automation, ML/AI-powered data products, and satellite imagery applications with ML/AI for urban growth monitoring, and real-estate/construction analytics
- designed and deployed three automation tools for business analytics, shortening reports generation time by 30 % for our B2B clients (insurance, construction-related NGO, and renewable energy)
- developed ML algorithms for insurance applications analysing at least one million rows of historical data for predictions and insights
- led an R&D project on design AI-based public health Early Warning System that integrates on-the-ground, online data, and space-based data
- developed data, ETL, and machine learning pipelines for large-scale data processing, model training, and deployment using AWS and GCP
Space Generation Advisory CouncilNational Point of Contact
May. 2020 - Dec. 2024- currently spearheading the planning of major activities for SGAC in the Philippines geared towards students and young professionals who are interested in space
- manages activities to promote participation in space of young professionals in an emerging space economy such as the Philippines through engaging activities such as online webinars, workshops, lecture series, panel discussions, etc.
- advocates for diversity and innovation in the space industry from perspectives of young Filipinos by creating activities that revolves around regional/international cooperation, and design thinking.
FreelanceArtificial Intelligence Engineer
Aug. 2019Philippines- developed AI/ML models mostly on community-focused approach to using satellite imagery and AI in applications related to agriculture (crop yield estimation, market analysis), disaster management (flood mapping), and resource management (water quality monitoring) used in multiple sectors both in private and public units
- other works includes developing forecasting models for human resource budget per month of a manufacturing company, ML models for sentiment analysis and topic modelling for a disaster-related research, tool for quick and intuitive data visualization tool for a clothing brand, creating object detection algorithm for satellite images for population density estimation project, using satellite imagery for measuring human mobility, etc.
- researched, designed and implemented machine learning applications to solve business problems affecting 100s to 1000s of users.
- performs consulting with both individual and institutional clients either for their R&D, a campaign being run, or a tool development
- built intuitive data visualization tools for community projects, including quick insights for non-technical users in fashion and disaster response sector
Space Generation Advisory CouncilWeb Editor
Nov. 2017 - May. 2020AustriaI work closely with a large team of web editors around the globe to ensure published contents on the official website of Space Generation Advisory Council (SGAC) is of quality and is concisely written. Regular updates on the website along with troubleshooting website issues are one of the primary tasks performed. As web editors, we work closely with other teams in the Council for managing overall online media exposure as well as developing new website features. Currently using Wordpress and other web apps (i.e. GApps) for website maintenance.
AarkiJr. Data Analyst
Oct. 2017 - Apr. 2018Makati, PhilippinesMainly worked with advertising campaign management, optimising specific Key Performance Indicators (KPIs) and other campaign metrics to deliver client goals. In this position, I mainly used SQL for querying data from a database to be understood through various data analytic techniques. Main tools involved maximising capabilities offered by Microsoft Excel and Google Spreadsheets for data wrangling and data visualisation. These platforms were limited for these intended purpose but improvisation and working around these limitations were more often than not implemented.
Regulus SpaceTech, Inc.Intern
Jun. 2016 - Jul. 2016Los Banos, Laguna• hands-on experience in designing and developing Unmanned Aerial Vehicles for specific missions.
• investigated equipment failures to diagnose faulty operation and made appropriate maintenance recommendations during drone flight trainings.
• completed project mechanical design while providing technical solutions feedback.
• wrote technical narratives in an efficient and timely manner regarding multi-rotor and fixed-wing drones.
• developed cost estimates, calendar for the construction progress to efficiently complete the project.
FreelanceAcademic Content Writer and Private Tutor
Jan. 2015 - Dec. 2024Metro Manila- As an advocate for skills development, I work more effectively as a private mentor/tutor to high school students and college undergraduates to help them through Physics, Chemistry, and Mathematics
- I specialize in consulting for technical paper writing to recommend on methodologies or verify their results.
- I've worked in freelance projects to curate and create academic content for Physics and Math courses for STEM education (senior high school and college micro-courses). These are focused on adaptive learning contents and contex-based learning!
- Especialize in International Baccalaureate curriculum for HL and SL in Physics, Chemistry, and Mathematics (simplified explanations through crossover learning and context-based, as well as guided writing sessions)
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