王衍霖 (Jay)
轉職心得
gogogo
學經歷
Trainee
WeHelp
1 年以下
Process and Data Scientist Engineer
現職
Micron
4 年
1. [image process] build image classification CNN model on TensorFlow to search specific defect map, save labor hours 12h per case.
2. [image process] build SEM image process program to get numerical value of crystal size distribution, help to study product lifetime factors.
3. [regression analysis] analyze defect contributors and use regression model to predict defect.
4. [time series analysis] use LSTM model to predict future concentration, take early action to prevent concentration beyond control limit.
5. [process] master of dry bevel, asher, and plating process
6. [process] participate in product new generation transfer from Japan site, improve defect, yield, and product lifetime.
7. [process] publish process optimization paper and specific defect map classification CNN model paper in Micron
8. [process] maximize tool capacity to catch up product ramp up plan
9. [process] newcomer mentor
2. [image process] build SEM image process program to get numerical value of crystal size distribution, help to study product lifetime factors.
3. [regression analysis] analyze defect contributors and use regression model to predict defect.
4. [time series analysis] use LSTM model to predict future concentration, take early action to prevent concentration beyond control limit.
5. [process] master of dry bevel, asher, and plating process
6. [process] participate in product new generation transfer from Japan site, improve defect, yield, and product lifetime.
7. [process] publish process optimization paper and specific defect map classification CNN model paper in Micron
8. [process] maximize tool capacity to catch up product ramp up plan
9. [process] newcomer mentor
Chemical Engineering M.S.
NCKU
2 年
1. Study on MOF synthesis and application for CO2 adsorption and catalysis
2. Use molecular simulation RASPA package to study theoretical MOF gas adsorption behavior
2. Use molecular simulation RASPA package to study theoretical MOF gas adsorption behavior
Chemical Engineering B.S.
NCKU
4 年
我的技能
Backend
Python
Flask
Node
Express
Socket.io
MySQL
Machine Learning
Image classification
Time series analysis
Regression analysis
Natural language process
TensorFlow/PyTorch
Cloud Service
GCP Vertex AI
GCP BigQuery
AWS EC2, Load Balancer
AWS S3, RDS
Frontend
HTML, CSS
JavaScript
React, Redux
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