Data Scientist

TPI Software  •  Mar 2021 - present

MLops:

      • Cooperate with Google Inc to Build MLops on GCP for Customers.

      • Build ETL pipeline by using airflow and dataflow on GCP.

      • Use Kubeflow Python SDK to build training pipeline with AutoML and Custom  
         model.

      • CI/CD with Cloud Repository and Cloud Build on GCP.

      • Continuous train pipeline build on GCP.

ETL:

      • Batch Export Cloud SQL table to Cloud Storage by using Cloud Kubernetes Engine

      • Build ETL job by using Cloud Workflow on GCP

      • Build ELT pipeline by using Bigquery and Dataform for a Healthcare project

      • Schedule Cloud SQL backups by using Cloud Function and Cloud Run on GCP

NLP:

      • Build sentence classification model by using BERT, tf-idf, word2vec, Sentence-BERT
         in the government agency project. 

      • Build Docker Image for model serving.

      • Use Django framework for RESTful API.

Graph Data Science:

      • Use Graph Algorithms in Neo4j to detect smuggling crime in RFP for the
         government agency.

      • Use Neo4j to build knowledge graphs.

      • As an employee training speaker about teaching Neo4j Graph Database for Cathay.

      • Applying Data Science in Finance: Neo4j with GDS and ML for Financial Fraud
         Detection

Data Assistant

Dcard  •  Dec 2019 - Feb 2020

• Interact with PostgreSQL

• Data Wrangling

• Word Tokenization

• TF-IDF

• Word Embedding (Word2Vec)

• Topic Modelling (LDA)

• Data Labeling

• Assist to set up internal label system (Django)

Quality Assurance Intern

ULSee Inc  •  Dec 2018 - Feb 2019

• Quality Assurance Test

• Update QA Table

• Unity/Blender

Foreign Remittance Staff

MUFG Bank Taipei Branch  •  Oct 2017 - Oct 2018

• Provide foreign remittance to the client

• Help clients exchange money into foreign currency

• Process big foreign remittance data and analyze data

• Answer all clients' questions about foreign remittance

• Communicate and coordinate with other departments.

Teaching Assistant

Sk2 TOEFL Consultant, Taipei  •  Jul 2017 - Nov 2017

• Prepared teaching equipment for the teacher

• Corrected students' TOEFL writing homework.

• Offered advice to students and helps them find solutions.

• Tutored students in TOEFL Writing, Speaking, Reading, and listening.