8+ years of experience in data . skills:• SQL、Python、Data Pipeline 、ML、MLops、LLM、GCP、Docker、Kubeflow、git
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Lead凱基證券 Kgi Securities -
Data Scientist / Engineer凱基證券 Kgi Securities Aug 2018 - Present台灣 台北市MLOps:1. Implemented DBML workflow for SQL Server Machine Learning Service, providing batch and real-time services. (Level 0)2. Established GCP VertexAI ML pipeline with Kubeflow. (Level 1)Predictive AI:1. Customer churn prediction model (XGB): - achieving 83% AUC score.2. Product propensity models: - achieving 22% premium increase (RF) - achieving 100% fund transaction boost (XGB)3. Led eKYC project: - Developed multi-model approach for credit… Show more MLOps:1. Implemented DBML workflow for SQL Server Machine Learning Service, providing batch and real-time services. (Level 0)2. Established GCP VertexAI ML pipeline with Kubeflow. (Level 1)Predictive AI:1. Customer churn prediction model (XGB): - achieving 83% AUC score.2. Product propensity models: - achieving 22% premium increase (RF) - achieving 100% fund transaction boost (XGB)3. Led eKYC project: - Developed multi-model approach for credit limit assignment - Integrated real-time API service with front-end system - Achieved 88% risk customer detection rate and 70% recommended limit increase4. Article hashtag generation using VertexAI Gemini + KeyBERT models.(POC)Data Engineering:1. developed 50+ data pipelines (SSIS, batch), 30+ DataMarts.2. Performed futures high-frequency trading delta exposure analysis for algorithmic trading risk management.3. Generated marketing lists and reports based on business requirements 4. Developed 20+ data API to support APP automated push notifications.5. Designed 20+ data models for BI (Tableau, Cognos).6. Developed customer Tags for LineBC platform.7. Established GCP data pipeline using Cloud Composer (Airflow).Data PM/SA: Focused on cross-departmental and cross-organizational data projects.1. Participated in group-wide customer comprehensive management(ICM) project: - Led securities data governance and development - Developed data for 5 key indicators to support various business units' customer management2. Participated in customer experience platform project (NPS) : - Coordinated IT and business units for online/offline customer data exchange - Implemented NPS platform to track user experienceAwards:- 2024 Intelligent Finance Award(eKYC)- 2024 Service Quality Award(NPS) Show less -
Data Engineer亞太電信 Mar 2018 - Jul 2018台灣 臺北市 台北Web Scraping :- using Python BeautifulSoup & Pandas- Telecom store locations and product information- Social media data from major platforms- Google Trends analysis for market insightsText Analysis & NLP:- Chinese text segmentation with Jieba- TF-IDF implementation- LDA for topic modeling -
Data Engineer元大寶來證券 Oct 2015 - Nov 2017Data ETL and Integration:- Migrated ETL system from Informatica to SSIS- Developed 200+ data pipelines- saving millions in costsData Warehouse Analytics:- Implemented TCRI risk control system with daily stock ratings- E-commerce loyalty points customer redemption list analysis- Conducted video usage analysis for user behavior insights
Frequently Asked Questions about Eason Hsu
What company does Eason Hsu work for?
Eason Hsu works for 凱基證券 Kgi Securities
What is Eason Hsu's role at the current company?
Eason Hsu's current role is Lead.
What schools did Eason Hsu attend?
Eason Hsu attended 國立臺北科技大學.
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