Calvin Ku
Senior Data Specialist at Cult Wines- Claim this Profile
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English Native or bilingual proficiency
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Chinese Native or bilingual proficiency
Topline Score
Bio
Credentials
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Neo4j Certified Professional
Neo4jSep, 2022- Nov, 2024 -
Neo4j Graph Data Science Certification
Neo4jAug, 2022- Nov, 2024 -
Android Kotlin Developer
UdacityNov, 2021- Nov, 2024 -
User Experience Nanodegree (UXND)
UdacityJun, 2021- Nov, 2024 -
Self-Driving Car Engineer Nanodegree Program
UdacityJul, 2018- Nov, 2024 -
Deep Learning Specialization
CourseraApr, 2018- Nov, 2024 -
Sequence Models
CourseraApr, 2018- Nov, 2024 -
Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
CourseraMar, 2018- Nov, 2024 -
Structuring Machine Learning Projects
CourseraMar, 2018- Nov, 2024 -
Neural Networks and Deep Learning
CourseraFeb, 2018- Nov, 2024 -
Deep Learning Nanodegree Foundation
UdacityMay, 2017- Nov, 2024 -
Machine Learning Engineer Nanodegree
UdacityNov, 2016- Nov, 2024 -
R Programming
CourseraFeb, 2016- Nov, 2024 -
Front-End Web Developer Nanodegree
UdacityJan, 2016- Nov, 2024 -
Machine Learning
CourseraJan, 2014- Nov, 2024
Experience
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Cult Wines
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United Kingdom
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Financial Services
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1 - 100 Employee
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Senior Data Specialist
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Sep 2022 - Present
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Tomato School
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E-Learning Providers
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1 - 100 Employee
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Co-Founder
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Feb 2022 - Present
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Raisin
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Germany
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Financial Services
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300 - 400 Employee
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Senior Data Specialist
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Jun 2020 - Dec 2021
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Thorough Images
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China
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Software Development
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1 - 100 Employee
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Senior Algorithm Engineer
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Jul 2018 - Nov 2020
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FinUp
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China
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Financial Services
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1 - 100 Employee
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Data Scientist
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Aug 2017 - May 2018
* Developed investment intention prediction model that increased sales by 10.5% * Designed the data type detection framework which can automatically categorize structured data * Developed entropy-based new word detection algorithm, designed hyper-parameters and new tuning methods * Developed investment intention prediction model that increased sales by 10.5% * Designed the data type detection framework which can automatically categorize structured data * Developed entropy-based new word detection algorithm, designed hyper-parameters and new tuning methods
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Flickplay Media
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China
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Gambling Facilities and Casinos
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Cofounder, Data Scientist
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Nov 2015 - Apr 2017
* Analyzed user behavior data to identify trends and detect cross-platform incompatibility of app, decreased bounce rate by 22% * Built CF-based game recommender system * Analyzed user behavior data to identify trends and detect cross-platform incompatibility of app, decreased bounce rate by 22% * Built CF-based game recommender system
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Medici Software Ltd
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Software Development
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1 - 100 Employee
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AI Engineer
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Jun 2013 - Jun 2016
* Worked closely with engineers, industry insiders and other data scientists to create credit risk model for the UK subprime market, which helps decrease cumulative FPD (first payment default rate) by 2%, with 15% increase in accept rate* Built scorecard using US general credit data, which outperforms FICO scorecard in all 9 deciles in cumulative bad rate* Developed reconciliation systems for UK banks, which flags inconsistency between FIS and HSBC records.
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AI Intern
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Mar 2013 - Jun 2013
* Cleaned data for credit risk assessment project for building scorecard to compete with FICO using pandas and HIVE* Documented credit risk assessment project as to how data is cleaned, how missing values are treated, features engineered and algorithms/ensemble framework used using Confluence
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ChinaStepOne
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Business Consulting and Services
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1 - 100 Employee
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Cofounder
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2011 - Mar 2013
Helped SMEs establish their presence in China, which includes business formation, location service, HR and IP registration. Helped SMEs establish their presence in China, which includes business formation, location service, HR and IP registration.
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Education
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University of East Anglia
Master of Science (MSc) -
Durham University
Master of Science (MSc) -
University of East Anglia
Postgraduate Diploma -
National Cheng Kung University
Bachelor of Engineering (BEng)