Marco Wei

Experience

• 

  Yahoo! Taiwan Inc.

  Jan 2005 - Jan 2008

  System Engineer

  * Manage and maintain the datacenter in Jungli and control over 5000 H/W gears. * Provide operation and trouble shooting in datacenter to maintain services. * Manage H/W procurement and plan end-to-end process. * Planned datacenter optimization project to reduce racks' rental cost to 75%.

• 

  SilverShine Technology Inc.

  Apr 2009 - Dec 2009

  System Integation Engineer

  * Plan and control all system integration cases. ** The National Academy for Educational Research ** The Aletheia University * Co-work with Sinica and NTU for high performance computing plan. * Provide consulting services on H/W architecture and solutions for customers.

• 

  Trend Micro Incorporated

  Dec 2009 - Feb 2013

  Senior Engineer

  * Design network architecture for IAAS product: Elaster. * Lead team to create automation system (ESAD,TCCM) for IAAS products. * Manage professional service and provide solution to customers. * Perform Chunghwa Telecom IAAS project. * Perform SDN research project and implemented firewall prototype.

• 

  Etu Corporation

  Feb 2013 - May 2018

  Senior Architect

  Senior Architect @ Platform(Cloud Service) Develop team Apr, 2015Solutions Architect @ R&D team Feb, 2013 - Apr, 2015* Big Data platform products design and implement - Constructed 4 major products: EA, ESA, EM, datalake. - Deployed products to all kinds of domain and create millions of revenue.* Cloud Services design and implement - Constructed cloud services platform with AWS and physical cluster. - Design and implement cloud services monitoring and notification system.* Data and platform projects implementation and technical direction - Design and implement end-to-end solution for customers. - Provide professional service for on-site support and trouble shooting. Show less

• 

  國泰金融控股股份有限公司(Cathay Financial Holdings)

  May 2018 - now

  * Manager of Data Science Lab * Direct lead 3 teams and 25 members. * Build research, product, project management system.* Research plan * Federated learning : collaborative machine learning without centralized training data. * Online learning : improve prediction models with online data flow. * Steaming data prediction : streaming data processing solution for real-time prediction.* Product development * AutoMLab : training prediction models automatically. * Tumblebug : perform feature engineering automatically. * Mole : the big data ETL tool across various databases base on spark. * Microcluster : using the docker framework to provide the clusters as a service. * Whale : create the streaming data processing framework by structured streaming and kafka to provide real-time data processing.* Project development * Provide technical solutions for data science projects for all subsidiary company. Show less * Leader of the data engineering team - Direct lead 11 data engineers. - Build software development environment and implementation flow. - Organize and lead members to perform projects across subsidiary. - Provide the solutions base on the open source and original products. * Product development - Create the original software products base on the needed and pain points. - Mole : the big data ETL tool across various databases base on spark. - Microcluster : using the container framework to provide the clusters as a service. - Whale : the streaming data processing framework to provide real-time data processing. * Proof of Concept - Focus on the application of the newest data engineering solution and organize the PoC process. - Real-time prediction : design the streaming data flow to verify the feasibility of real-time prediction. - Customer journey : design data ETL process to collect customer event across subsidiary. Show less

  • Tech Manager

    Apr 2021 - now

  • Data Architect

    May 2018 - now