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National Taiwan University
Avatar of Andrea Chuang.
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Avatar of Andrea Chuang.
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Senior Medical Technologist of NGS Lab @Stork Fertility Center
2014 ~ 2018
RD
Within two months
Accreditation Foundation (TAF) Lab Director, Auditor LDTs Medical Lab Taiwan Genomics and Genetics Society (TGGS) Technologist, Reporting and Issuing Int Medical Technologist American Society for Clinical Pathology (ASCP) Medical Technologist (ASCPi) Education National Taiwan University, Graduate institute of clinical medicine Doctor of Philosophy • FebMar 2024 Research Topic: Mitochondria, Regression models, Machine learning New South Wales University (Australia), Graduate school of biomedical engineering Master exchange • JunJun 2011 Research Topic: Perlecan purification and analysis (Human colorectal cance model) National Taiwan University, Graduate institute of Clinical Laboratory Master of Medical technology •Research Topic: Acute leukemia, Erythroblastosis, Telomeres National Taiwan University, Clinical Laboratory and
Employed
Open to opportunities
Full-time / Not interested in working remotely
10-15 years
National Taiwan University
canditate, Graduate institute of Clinical medicine
Avatar of Chin-Hung (Wilson) Liu.
Avatar of Chin-Hung (Wilson) Liu.
Principal Engineer, Data Engineering @KKCompany
2023 ~ Present
Backend Engineer, Data Engineer, MLOps Engineer
Within one month
Chin-Hung (Wilson) Liu I am a lead architect responsible for designing and implementing a large-scale data pipeline for Lomotif, Paktor x 17LIVE, utilizing GCP/AWS/Python/Scala, in collaboration with data science and machine learning teams in Singapore and TW HQ, as well as with the Hadoop ecosystem (HDFS/HBase/Kafka) at JSpectrum in Hong Kong and Sydney. With over 15 years of experience in designing and developing Java/Scala/Python-based applications for daily operations, I bring: ● At least 8 years of experience in data analysis, pipeline design
Big Data
Data Engineering
ETL
Employed
Open to opportunities
Full-time / Interested in working remotely
10-15 years
National Taiwan University
EMBA Programs, Business Administration, Accounting, Finance and International Business.
Avatar of the user.
Avatar of the user.
Software Engineer @SmartNews
2019 ~ Present
數據分析 / 資料工程
Within one month
Python
Scala
Spark
Employed
Not open to opportunities
Full-time / Interested in working remotely
4-6 years
National Taiwan University
Computer Science
Avatar of NengChien Wang.
Avatar of NengChien Wang.
Past
Senior Software Engineer @DOINT
2021 ~ 2023
Software engineer, Image Processing engineer, Algorithm engineer
Within three months
Docker Doxygen Swig (API for python from C++) OpenCV OpenCL Linux Skill multi-threads distributed computing serialization/deserialization CICD data version control (DVC) MLOps Image Processing PCA Interactive Segmentation Connected Component Image Stitching Direct Linear Transformation Kalman Filter (Tracking) SIFT Hough HoG Image Deblurring Depth Estimation ISP Machine Learning Framework Transformation Data Augmentation Transfer Learning Model Pruning Model Quantization Performance Evaluation Parameter Fine-tuning Model : SVM, LeNet, AlexNet, VGG, GoogLeNet, SSD, YOLO, MobileNet, ShuffleNet, FaceNet, Xception, MatrixNet, CenterNet, CSPNet, M2Det, EfficientNet/Det Projects HPC Keyword Spotting Automatic Speech Recognition Distributed Inference System Social Distancing Estimation (Lidar
Python
Machine Learning
C++
Unemployed
Full-time / Interested in working remotely
6-10 years
National Taiwan University
Communication Engineering
Avatar of YEN-TING CHEN.
Avatar of YEN-TING CHEN.
Research Assistant of National Taiwan University @National Taiwan University
2023 ~ Present
Graduate research assistant
Within six months
YEN-TING CHEN (陳彥廷) I am a graduate student in the Department of Psychology at National Taiwan University ( NTU). For me, diving into psychometrics and exploring data with reasonable statistical method is to clarify a new world of understanding people around us. Whether it's a quirky little issue or a big, serious one, I've got curiosity and grabbed my attention to figure out problems using the tools or theories of psychometrics and data analysis . Right now, I am turning curiosity into discoveries in the wild world of Psychology and All kinds of Data
EDA
Python Programming
R Programming
Studying
Part-time / Interested in working remotely
4-6 years
National Taiwan University
Psychometrics (Division of Psychology), Methodology (Division of Psychology)
Avatar of Ryan Chen.
Avatar of Ryan Chen.
Software Engineer @CakeResume
2022 ~ Present
Software Engineer
Within one month
analytics tools and event tracking systems. Spearheaded the integration of Strapi (a content management system), enhancing the team's ability to quickly produce pages and distribute content . Pioneered the integration of LLM model API services. Research Assistant, Academia Sinica 11//2020 Conducted research in deep learning-based Natural Language Processing (NLP), exploring innovative approaches in machine learning. Experimented with various training methods and models, including multi-task learning and language models such as BERT. Authored a publication titled "Detecting Deceptive Language in Crime Interrogation". Investigated Memory Networks and applied them to develop
React
TypeScript
JavaScript
Reputation Credits1
Employed
Not open to opportunities
Full-time / Interested in working remotely
10-15 years
National Taiwan University
Computer Science and Information Engineering
Avatar of 林奕勳.
Avatar of 林奕勳.
人工智慧工程師 @玉山銀行智能金融處 (Intelligent Finance Dept., E-SUN Bank )
2020 ~ Present
Machine Learning Researcher / Engineer
Within one month
Jeffrey Lin ( 林奕勳 ) ESUN Bank, Intelligent Finance Technology Department, AI Engineer focusing on Enterprise-Level ML Frameworks and Design Patterns [email protected] TW, Taipei CAREER SUMMARY 6+ years of deep learning research and development experience, with a strong ability in prototyping, evaluation, and deployment of models, in both academical and industrial environment. 2+ years of financial AI development experience, specialized in the design of python API, SDK, and framework for optimizing the deployment flow of data science, ETL, and machine learning pipelines. 1+ year of participation in the technology management
Research
Music Information Retrieval
Natural Language Processing
Employed
Full-time / Interested in working remotely
4-6 years
National Taiwan University
Graduate Institute of Communication Engineering
Avatar of the user.
Avatar of the user.
Past
AI Project Coordinator @TSMC
2020 ~ Present
雲端工程師,雲端架構師
More than one year
Word
Google Drive
Excel
Unemployed
Full-time / Interested in working remotely
6-10 years
National Taiwan University
Industrial Engineering
Avatar of the user.
Avatar of the user.
AI enigneer @, Coretronic Inc.
2019 ~ Present
More than one year
Python
C++
AI Project Management
Full-time / Interested in working remotely
6-10 years
National Taiwan University
Master Applied Physics
Avatar of Sean Chang.
Avatar of Sean Chang.
Software Engineer @TSMC 台積電
2022 ~ Present
Data Scientist
Within one month
張詠翔 (Sean Chang) Sr. Data Scientist Sr. Data Scientist at KKLab, KKBOX Group Taipei, Taiwan https://www.seanchang.space 技能 ML Fundamentals tree-based models (bagging, boosting) NLP-related models (LM, NER, SA, ...) Programming Languages Python JavaScript Scala Go Frontend React React Native Backend & Database Express Flask & FastAPI SQLAlchemy MongoDB MySQL DevOps Docker Kubernetes AWS Ansible Helm GitLab CI Distributed Computing Apache Spark ML Frameworks & MLOps Tensorflow Scikit-learn Spark ML mlflow spaCy Data Visualization Plotly D3.js seaborn bokeh Miscellaneous Scrapy & Beautiful Soup 工作經
Python
SQL
Kubernetes
Employed
Not open to opportunities
Full-time / Not interested in working remotely
4-6 years
National Taiwan University
Economics

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Within two months
Director of NGS laboratory, PhD candidate of clinical medicine, Medical technologist
Logo of Stork Fertility Center.
Stork Fertility Center
2018 ~ Present
Hsinchu, Hsinchu City, Taiwan
Professional Background
Current status
Employed
Job Search Progress
Open to opportunities
Professions
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Work experience
10-15 years
Management
Skills
Languages
Job search preferences
Positions
RD
Job types
Full-time
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Remote
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Freelance
Educations
School
National Taiwan University
Major
canditate, Graduate institute of Clinical medicine
Print

Tzu-Hsuan (Andrea) Chuang

   Medical Laboratory Director - management and certification

   Medical Research Head - clinical Research, Statistics

   ISO 15189/LDTs Accredition , SCI publication

   Tel: 0919-345-595     Email: [email protected]

Work Experience

Director, Lab of next-generation sequencing             

Stork Fertility Center  •  Jun 2018 - Present

Laboratory management: budget plan, personnel training, QC/QA, complaint handling

Major service: preimplantation genetic testing, expanded carrier screening

Honor: Mission accomplishment award (2018 Corporate Annual Group Award)

Head of Medical Research                                             

Stork Fertility Center  •  Jun 2017 - Present

Clinical trials: project plan, statistical skills (STATA, SPSS), IRB approval, academic hospitals collaboration

Data warehouse: data cleaning, outcome visualization, regression models, SCI publications (~1 per year)

Honor: Precision Medicine Award (2017 Corporate Annual Individual Award) 

Senior Medical Technologist of NGS Lab                   

Stork Fertility Center  •  Oct 2014 - Jun 2018

NGS execution: testing conduction, pipeline tunning, annotation, issuing reports

Consultation: reproductive genetics

Honor: Oral presentation (2017 European Society of Human Reproduction and Embryology, ESHRE) 

Reproductive healthcare consultant

Stork Fertility Center  •  Mar 2013 - Oct 2014

Case relationship management: IVF procedures, medication education, follow-up care

Artificial reproductive technique: semen analysis and processing for insemination

Honor: Founder's Award (2016 Corporate Annual Group Award)

Assistant embryologist

Honji Fertility Center  •  Feb 2012 - Feb 2013

Semen analysis, human embryo culture, artificial insemination, mouse embryo model

Professional Certification


ISO 15189 Medical Lab

Taiwan Accreditation Foundation (TAF)

 Lab Director, Auditor 

LDTs Medical Lab

Taiwan Genomics and Genetics Society (TGGS)

Technologist, Reporting and Issuing

Int Medical Technologist

American Society for Clinical Pathology (ASCP)

Medical Technologist (ASCPi)


Education

National Taiwan University, Graduate institute of clinical medicine

Doctor of Philosophy  •  Feb 2021 - Mar 2024

Research Topic: Mitochondria, Regression models, Machine learning

New South Wales University (Australia), Graduate school of biomedical engineering

Master exchange  •  Jun 2010 - Jun 2011

Research Topic: Perlecan purification and analysis (Human colorectal cance model)

National Taiwan University, Graduate institute of Clinical Laboratory

Master of Medical technology  •  2008 - 2010

Research Topic: Acute leukemia, Erythroblastosis, Telomeres

National Taiwan University, Clinical Laboratory and Medical Science

Bachelor of Medical technology  •  2004 - 2008

Medical technologist training, National medical license

Project management

Medical testing

2023 ISO 15189/LDTs Accredition

2022 Service launch: Expanded carrier screening

2020 NGS upgrade: Two NGS parallel clinical trial

2017 System change: NGS vs. aCGH parallel clinical trial

2014 Molecular biology lab setup

Data warehouse

2023 LIS upgrade: Automization QC metrices of NGS

2021 Reporting system: Automization report generation

2020 LIS setup: Automization LIS

2019 KPI system: Embryo lab, molecular biology lab

2018 Clinical database: EMR establishment

Publications  https://orcid.org/0000-0003-4263-9374

Clinical strategy

Using an Interpretable Machine Learning Model to Predict Corifollitropin Alfa Protocol. Fertility & Reproduction. 2023;5:50-60. Lai HH, Kuo EE, Li RS, Chuang TH, Huang YC, Hsieh JY, Chang TA, Huang YL, Hsieh WT, Su YR, and Liu M. (AI healthcare model)

A Patient Friendly Corifollitropin Alfa Protocol without Routine Pituitary Suppression in Normal Responders. PLoS One. 2016;11(4):e0154123. Lai HH, Kuo EE, Li RS, Chuang TH, Huang YC, Hsieh JY, Chang TA, Huang YL, Hsieh WT, Su YR, and Liu M. (Prize paper)

Clinical embryology

Reduced mitochondrial DNA content correlates with poor clinical outcomes in cryotransfers with day 6 single euploid embryos. Front Endocrinol. 2023;13:1066530. Chuang TH, Chen CY, Kuan CS, Lai HH, Hsieh CL, Lee MJ, Liang YT, Chang YJ, Chen CY, Chen SU.

Concordance between different trophectoderm biopsy sites and the inner cell mass of chromosomal composition measured with a next-generation sequencing platform. Mol Hum Reprod. 2018;24:593-601. Chuang TH, Hsieh JY, Lee MJ, Lai HH, Hsieh CL, Wang HL, Chang YJ, Chen SU.

Reproductive genetics

High concordance in preimplantation genetic testing for aneuploidy between automatic identification via Ion S5 and manual identification via Miseq. Sci Rep. 2021b;11:18931. Chuang TH, Wu ZH, Kuan CS, Lee MJ, Hsieh CL, Wang HL, Lai HH, Chang YJ, Chen SU.

The incidence of mosaicism for individual chromosomes in human blastocysts is correlated with chromosome length. Front Genet. 2021a;11:565348. Chuang TH, Chang YP, Lee MJ, Wang HL, Lai HH, Chen SU.

Identification of mosaic and segmental aneuploidies by next-generation sequencing in preimplantation genetic screening can improve clinical outcomes compared to array-comparative genomic hybridization. Mol Cytogenet. 2017:10:14. Lai HH, Chuang TH, Wong LK, Lee MJ, Hsieh CL, Wang HL, Chen SU.

Presentation

Incorporating PGT-A in the IVF Program: An IVF Center Perspective. 2022 Asia Pacific Initiative on Reproduction Masterclass

High concordance between Ion Represeq system and Veriseq system. 2021 Asia Pacific Reproductive Health Webinar

Which accumulation is better in poor ovarian responders stratified by POSEIDON, egg or blastocyst? 2020 European Society of Human Reproduction (ESHRE)– Oral (Virtual)

Per oocyte-based efficiency in cryopreserved oocyte bank: how many donated eggs are enough? 2019 Asia Pacific Initiative on Reproduction Congress (ASPIRE) – Oral (Hong Kong, China)

Elective single embryo transfer in oocyte donation IVF: strategy, outcome, and efficiency. 2018 Asia Pacific Initiative on Reproduction Congress (ASPIRE) – Oral (Taipei, Taiwan)

Mosaicism across individual chromosome in trophectoderm biopsies by next generation sequencing: changes with chromosome length. 2017 European Society of Human Reproduction (ESHRE)– Oral (Geneva, Switzerland)

Resume
Profile

Tzu-Hsuan (Andrea) Chuang

   Medical Laboratory Director - management and certification

   Medical Research Head - clinical Research, Statistics

   ISO 15189/LDTs Accredition , SCI publication

   Tel: 0919-345-595     Email: [email protected]

Work Experience

Director, Lab of next-generation sequencing             

Stork Fertility Center  •  Jun 2018 - Present

Laboratory management: budget plan, personnel training, QC/QA, complaint handling

Major service: preimplantation genetic testing, expanded carrier screening

Honor: Mission accomplishment award (2018 Corporate Annual Group Award)

Head of Medical Research                                             

Stork Fertility Center  •  Jun 2017 - Present

Clinical trials: project plan, statistical skills (STATA, SPSS), IRB approval, academic hospitals collaboration

Data warehouse: data cleaning, outcome visualization, regression models, SCI publications (~1 per year)

Honor: Precision Medicine Award (2017 Corporate Annual Individual Award) 

Senior Medical Technologist of NGS Lab                   

Stork Fertility Center  •  Oct 2014 - Jun 2018

NGS execution: testing conduction, pipeline tunning, annotation, issuing reports

Consultation: reproductive genetics

Honor: Oral presentation (2017 European Society of Human Reproduction and Embryology, ESHRE) 

Reproductive healthcare consultant

Stork Fertility Center  •  Mar 2013 - Oct 2014

Case relationship management: IVF procedures, medication education, follow-up care

Artificial reproductive technique: semen analysis and processing for insemination

Honor: Founder's Award (2016 Corporate Annual Group Award)

Assistant embryologist

Honji Fertility Center  •  Feb 2012 - Feb 2013

Semen analysis, human embryo culture, artificial insemination, mouse embryo model

Professional Certification


ISO 15189 Medical Lab

Taiwan Accreditation Foundation (TAF)

 Lab Director, Auditor 

LDTs Medical Lab

Taiwan Genomics and Genetics Society (TGGS)

Technologist, Reporting and Issuing

Int Medical Technologist

American Society for Clinical Pathology (ASCP)

Medical Technologist (ASCPi)


Education

National Taiwan University, Graduate institute of clinical medicine

Doctor of Philosophy  •  Feb 2021 - Mar 2024

Research Topic: Mitochondria, Regression models, Machine learning

New South Wales University (Australia), Graduate school of biomedical engineering

Master exchange  •  Jun 2010 - Jun 2011

Research Topic: Perlecan purification and analysis (Human colorectal cance model)

National Taiwan University, Graduate institute of Clinical Laboratory

Master of Medical technology  •  2008 - 2010

Research Topic: Acute leukemia, Erythroblastosis, Telomeres

National Taiwan University, Clinical Laboratory and Medical Science

Bachelor of Medical technology  •  2004 - 2008

Medical technologist training, National medical license

Project management

Medical testing

2023 ISO 15189/LDTs Accredition

2022 Service launch: Expanded carrier screening

2020 NGS upgrade: Two NGS parallel clinical trial

2017 System change: NGS vs. aCGH parallel clinical trial

2014 Molecular biology lab setup

Data warehouse

2023 LIS upgrade: Automization QC metrices of NGS

2021 Reporting system: Automization report generation

2020 LIS setup: Automization LIS

2019 KPI system: Embryo lab, molecular biology lab

2018 Clinical database: EMR establishment

Publications  https://orcid.org/0000-0003-4263-9374

Clinical strategy

Using an Interpretable Machine Learning Model to Predict Corifollitropin Alfa Protocol. Fertility & Reproduction. 2023;5:50-60. Lai HH, Kuo EE, Li RS, Chuang TH, Huang YC, Hsieh JY, Chang TA, Huang YL, Hsieh WT, Su YR, and Liu M. (AI healthcare model)

A Patient Friendly Corifollitropin Alfa Protocol without Routine Pituitary Suppression in Normal Responders. PLoS One. 2016;11(4):e0154123. Lai HH, Kuo EE, Li RS, Chuang TH, Huang YC, Hsieh JY, Chang TA, Huang YL, Hsieh WT, Su YR, and Liu M. (Prize paper)

Clinical embryology

Reduced mitochondrial DNA content correlates with poor clinical outcomes in cryotransfers with day 6 single euploid embryos. Front Endocrinol. 2023;13:1066530. Chuang TH, Chen CY, Kuan CS, Lai HH, Hsieh CL, Lee MJ, Liang YT, Chang YJ, Chen CY, Chen SU.

Concordance between different trophectoderm biopsy sites and the inner cell mass of chromosomal composition measured with a next-generation sequencing platform. Mol Hum Reprod. 2018;24:593-601. Chuang TH, Hsieh JY, Lee MJ, Lai HH, Hsieh CL, Wang HL, Chang YJ, Chen SU.

Reproductive genetics

High concordance in preimplantation genetic testing for aneuploidy between automatic identification via Ion S5 and manual identification via Miseq. Sci Rep. 2021b;11:18931. Chuang TH, Wu ZH, Kuan CS, Lee MJ, Hsieh CL, Wang HL, Lai HH, Chang YJ, Chen SU.

The incidence of mosaicism for individual chromosomes in human blastocysts is correlated with chromosome length. Front Genet. 2021a;11:565348. Chuang TH, Chang YP, Lee MJ, Wang HL, Lai HH, Chen SU.

Identification of mosaic and segmental aneuploidies by next-generation sequencing in preimplantation genetic screening can improve clinical outcomes compared to array-comparative genomic hybridization. Mol Cytogenet. 2017:10:14. Lai HH, Chuang TH, Wong LK, Lee MJ, Hsieh CL, Wang HL, Chen SU.

Presentation

Incorporating PGT-A in the IVF Program: An IVF Center Perspective. 2022 Asia Pacific Initiative on Reproduction Masterclass

High concordance between Ion Represeq system and Veriseq system. 2021 Asia Pacific Reproductive Health Webinar

Which accumulation is better in poor ovarian responders stratified by POSEIDON, egg or blastocyst? 2020 European Society of Human Reproduction (ESHRE)– Oral (Virtual)

Per oocyte-based efficiency in cryopreserved oocyte bank: how many donated eggs are enough? 2019 Asia Pacific Initiative on Reproduction Congress (ASPIRE) – Oral (Hong Kong, China)

Elective single embryo transfer in oocyte donation IVF: strategy, outcome, and efficiency. 2018 Asia Pacific Initiative on Reproduction Congress (ASPIRE) – Oral (Taipei, Taiwan)

Mosaicism across individual chromosome in trophectoderm biopsies by next generation sequencing: changes with chromosome length. 2017 European Society of Human Reproduction (ESHRE)– Oral (Geneva, Switzerland)