Lyceum of the Philippines University

Senior Engineer at Trend Micro

Maya

Senior Data Science Specialist

- Create a model for representing complex sequences to low level embeddings, which can be used on multiple fraud detection and other modeling use cases.

- Create a self-service platform for creating Anomaly Detection models on all data points of Maya.

Data Science Specialist

- Create models and rules for fraud and suspicious transaction prevention.

- Create an Anomaly Detection model for main transactional channels of Maya in purpose of detecting unusual behaviors and patterns which might translate to fraud, money laundering or other system abuse.

- Create an NLP model for text classification on detecting explicit remarks on multiple transactional channels of Maya

- Perform Ad-hoc analysis on emerging fraud and system abuse behaviors and present insights to stakeholders

Senior Data Scientist

- Lead developer and researcher of an Anomaly Detection system that detects any suspicious logins and possible lateral movement within Active Directory.

- Implemented an ensemble of machine learning, deep learning and rule models. Created the overall data, model, detection architecture and pipeline. Maintain and improve the quality of models in production using MLOps. 

- Collaborated with other ML researchers from different regions of the company in improving research projects. 

- Create an NLP based anomaly detection model for detecting any possible anomalies that can indicate downtimes on servers on our infrastructure using raw server logs.

- Conduct pro-active checking of every member's task and progress on the current sprint. I also conduct trainings or guidance to newer members of our team.

Trend Micro

Senior Engineer - Machine Learning/DevOps

- Developed a case dispatching automation to effectively provide cases to operations engineer and improve the team SLA. I also make use of machine learning techniques to measure the estimated completion time of cases to effectively distribute each cases, improving service delivery performance 

- Lead developer for creating a service delivery platform for hosting and allowing manual triggers and interaction with the automations our team is hosting.

Jonver Oro