Jessee Kung Email & Phone Number

Taiwan

Taipei City, Taiwan

Data Engineer of Advanced Analytics (AA) and Digital Experience Management (DEM)- Maintain, design, and optimize batch-based data pipelines using Apache Airflow and Apache Spark on Google Cloud Composer and Google Cloud Dataproc- Maintain, design, and development of data models, views, and dashboards for analytics platform using Looker- Design and development of streaming-based data pipelines utilizing Apache Beam on Google Dataflow, achieving near real-time data processing capabilities and reducing latency to sub-minute levels- Migration of credentials to HashiCorp Vault, enhancing security and compliance measures- Automate self-service deployment processes using Terraform and Ansible, effectively streamlining deployments and ensuring consistent infrastructure across over 10 environments. Responsibilities include managing BigQuery tables, views, schema, and Pub/Sub Lite resources

Taipei City, Taiwan

Data Scientist and Backend Developer of File Reputation Service (FRS) and Endpoint Datalake (EDL)- Design the scoring mechanism and development for the ETL backend for the Attack Index of Trend Micro Vision One, Executive dashboard- Design and implemented model training framework, integrating data generation, SageMaker training job submission, and model evaluation pipeline (co-work with AILab team)- Proposing Multi-hot BERT for early warning prediction based on endpoint telemetry events, focus on MITRE attacking phases prediction (co-work with AILab team)- Proposing graph attention network and seq2seq autoencoder hybrid model for malware behavior clustering and malware family relationship discovery- Proposing convolutional seq2seq autoencoder-based methods for measuring the software quality with the automation test metrics (Co-work with Deep Security team)- Development for XDR Endpoint Datalake ETL-worker, handling > 70 million endpoints telemetry logs per dayInstructor of Trend Micro Engineering Training Program (ETP) machine learning-related courses- (AD1062) Machine Learning Fundamentals: Providing basic knowledge of machine learning, including data-preprocessing, evaluation metrics, linear/non-linear classifiers, convolutional neural networks, recurrent neural networks, autoencoder, generative adversarial networks, and dimension reduction. (Course material: https://sites.google.com/view/tu-ad1062-mlfundamentals/ )- (MI001) Getting Started with Machine Learning, and (MI002) Practical Machine Learning: Entry-level course for non-R&D, and intermediate-level practical course with hand-on labs on Google CoLab

Taipei City, Taiwan

Research and Development and R & D Lead role (from May. 2017) of Data Loss Prevention (DLP)- Proposing sensitive document detection with hierarchical attention network- Design and implemented single user-mode API hooking for Windows Application API event handling- Design and implemented the mobile device read-only mechanism under Windows KMDF architecture- DLP statistic data visualization on Trend Micro Control Manager 7.0

Taiwan

- Development for enterprise-level, client-server-based endpoint protections products with central management- Resolving issues during alpha/beta stages, including server front-end UI, installation process, and agent scanning flow- Support for Data Loss Prevention (DLP) development from April. 2014

Hsinchu, Taiwan

(CS2334) Linear Algebra, Fall 2012, with lecturer Prof. Chiou-Ting Hsu.(CS5540) Pattern Recognition, Spring 2013, with lecturer Prof. Chiou-Ting Hsu.

Taiwan

Ms, Computer Science

Multimedia Processing Laboratory (MPLab)

Bs, Computer Science

Activities and Societies: Staff of NCU CSIE Students association Staff of NCU CSIE Summer Camp 2008/2009 Staff of NCU CSIE Freshman.