Chih Chieh Chen

Chih Chieh Chen Email and Phone Number

Sr. Machine Learning Engineer @ 台灣積體電路製造股份有限公司
Taoyuan, Taoyuan City, TW
Chih Chieh Chen's Location
Taoyuan City, Taoyuan City, Taiwan, Taiwan, Province of China
About Chih Chieh Chen

Chih Chieh Chen is a Sr. Machine Learning Engineer at 台灣積體電路製造股份有限公司.

Chih Chieh Chen's Current Company Details
台灣積體電路製造股份有限公司

台灣積體電路製造股份有限公司

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Sr. Machine Learning Engineer
Taoyuan, Taoyuan City, TW
Website:
tsmc.com
Employees:
23504
Chih Chieh Chen Work Experience Details
  • 台灣積體電路製造股份有限公司
    Sr. Machine Learning Engineer
    台灣積體電路製造股份有限公司
    Taoyuan, Taoyuan City, Tw
  • 新代集團
    Sr. Machine Learning Engineer
    新代集團 Nov 2023 - Present
    台灣 Taiwan 新竹市
    Lightweight and various-shaped object detection model for embedded system- YOLOv5-based w/ customized modules to reduce 56% FLOPs- Develop iterative pruning to improve at least 94% inference speed and reduce 70% model size- Empower NPU capability by model compression w/ quantization using Tensorflow- Design and develop auto-labeling and augmentation pipeline, saving 80% intensive labor workPredictive health management (PHM) and anomaly detection- Runtime self-learning and inference structure w/ real-time performance (<10ms speed)- Develop unsupervised, domain-agnostic algorithms for pattern discovery w/ 90% correlation- Develop adaptive learning mechanism w/ 1D-CNN autoencoder to perform anomaly detection
  • 日月光
    Sr. System Developer
    日月光 Jul 2022 - Sep 2023
    台灣 桃園市 中壢區
    Host of large-scaled defect recognition system of IC packaging frontend/backend process- Cross-team cooperation to successfully achieve 10+ defect items recognition capability- Design and develop YOLO+CV for wire bonding to achieve 5μm-level detection capability- Automated ML platform to keep track of model performance to maintain production yieldPerformance enhancements by reducing 7% false alarm through data processing flow optimization- Develop ROI-focused algorithms for die bonding and saw singulationOptimize business process to reduce 70% personnel operation by ETL workflow integration
  • 工業技術研究院
    Sr. Algorithm Engineer
    工業技術研究院 Jul 2018 - Jul 2022
    台灣 Taiwan 新竹縣
    · All-in-one plasma etching equipment by integration of processing and measuring system· Cross-functional cooperation to build feasible design in software and hardware· Design and develop route optimization model for plasma etching to reduce 74% surface error· Provide web-based processing strategy recommendation system using image encoding skill

Chih Chieh Chen Education Details

Frequently Asked Questions about Chih Chieh Chen

What company does Chih Chieh Chen work for?

Chih Chieh Chen works for 台灣積體電路製造股份有限公司

What is Chih Chieh Chen's role at the current company?

Chih Chieh Chen's current role is Sr. Machine Learning Engineer.

What schools did Chih Chieh Chen attend?

Chih Chieh Chen attended 國立成功大學, 國立成功大學.

Who are Chih Chieh Chen's colleagues?

Chih Chieh Chen's colleagues are Hung-Yao Chen, Frank Chen, Jonathan Lee, 蔡宗佑, Chunchieh Chan, Weihung Wang, Yu Tsen Lin.

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