Guancheng Yao
Data Analyst at Cigna & CMB Life Insurance Company Limited- Claim this Profile
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Bio
Credentials
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Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
CourseraApr, 2019- Nov, 2024 -
Neural Networks and Deep Learning
CourseraMar, 2019- Nov, 2024
Experience
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Cigna & CMB Life Insurance Company Limited
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China
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Insurance
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100 - 200 Employee
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Data Analyst
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Mar 2021 - Present
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Waters Corporation
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United States
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Biotechnology Research
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700 & Above Employee
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Data Science Co-op
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Sep 2019 - Dec 2019
Objective: Using the anomaly detection method and unsupervised learning method to support exception focused review process. Extracted data from 254 Oracle databases using python generated SQL scripts and made the data infrastructure analytically friendly. Performed feature selection among 200 features and utilized IQR and Mahalanobis distance method to detect part of anomalous data. Run Auto-encoder and K-means method on every group and targeted out the outliers which have large reconstruction error and large cluster centroid distance, save the output and helped the company review by exception. Show less
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Worcester Polytechnic Institute
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United States
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Higher Education
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700 & Above Employee
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Graduate Teaching Assistant in Machine Learning Course
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Sep 2019 - Dec 2019
Designed Machine Learning Homework(Linear Regression, Support Vector Machine, K Nearest Neighbour) and Assigned them to students. Completed MLP, CNN, RNN Kaggle dataset challenge and assigned them to students. Homework grading and held QA sessions. Designed Machine Learning Homework(Linear Regression, Support Vector Machine, K Nearest Neighbour) and Assigned them to students. Completed MLP, CNN, RNN Kaggle dataset challenge and assigned them to students. Homework grading and held QA sessions.
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FUNO(Joint venture between China Mobile Communications Group and Nokia Siemens Networks)
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Xiamen, Fujian, China
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Data Analyst Intern
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Jun 2016 - Aug 2016
• Designed Java crawler and SQL trigger to extract user data from the Web blog in China. • Extracted data from MySQL DB and developed JSP on MyEclipse to display backend data. • Visualized the data with Echarts API and analyze the trend of certain popular searches. • Designed Java crawler and SQL trigger to extract user data from the Web blog in China. • Extracted data from MySQL DB and developed JSP on MyEclipse to display backend data. • Visualized the data with Echarts API and analyze the trend of certain popular searches.
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Education
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Worcester Polytechnic Institute
Master's degree, Data Science -
Xiamen University
Bachelor's degree, Computer Science