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4-6 years
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Taipei, Taiwan
Avatar of 廖昱程.
Avatar of 廖昱程.
Customer Engineer @iKala 愛卡拉互動媒體股份有限公司
2022 ~ Present
Within two months
data analysis. 中原大學, 理學士(BS), 心理學, 2006 ~ 2008 Technical Skills •Statistical Modeling, Machine Learning(focus on NLP model), EDA and ETL, Feature Engineering. •Python, ELK Stack(Elasticsearch, Logstash, Kibana), Power BI. •Physiological Signal Analysis - GSR, EEG & ERPs, MRI, Heart-rate, Matlab, SPSS. Experience: Deep Learning, JavaScript, HTML, R, Docker, Google Cloud Platform, Azure, AWS. Side Project Data-Driven Urban Flood Warning System, DSP,•Honor: The project was accepted to D4GX 2019 Program Committee as a poster. •Implemented a predict model to predict the risk of urban area
nlp machine learning
+python
AI & Machine Learning
Employed
Full-time
4-6 years
國立中央大學
認知與神經科學所

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Definition of Reputation Credits

Technical Skills
Specialized knowledge and expertise within the profession (e.g. familiar with SEO and use of related tools).
Problem-Solving
Ability to identify, analyze, and prepare solutions to problems.
Adaptability
Ability to navigate unexpected situations; and keep up with shifting priorities, projects, clients, and technology.
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More than one year
Logo of University of Toronto Factor-Inwentash Faculty of Social Work .
University of Toronto Factor-Inwentash Faculty of Social Work
2018 ~ 2019
Hsinchu, Hsinchu City, Taiwan
Professional Background
Current status
Studying
Job Search Progress
Professions
Data Engineer
Fields of Employment
Work experience
1-2 years
Management
Skills
Word
Excel
powerpoint
Photoshop
R language
python programming
Machine Learning
Machine Learning Algorithms
statistical analysis
Statistics and Probability
Data Analytics
Photography
Julia Language
MATLAB
SQL
LaTeX
SPSS
Figma
InVision
User Experience Design
User Experience Research
Storyboarding
Think Aloud
Questionnaire Design
Structured Interviews
Wireframing and Prototyping
Languages
English
Native or Bilingual
Chinese
Native or Bilingual
Job search preferences
Positions
Data Analyst、Data Engineer、Data Scientist、Customer Experience Analyst
Job types
Intern
Locations
Hsinchu, Hsinchu City, Taiwan, Taipei, Taiwan
Remote
Interested in working remotely
Freelance
Educations
School
University of Toronto
Major
Statistical Science Specialist
Print
Cfwsg4bshxn6rcmkjlgy

Chien-Che (Frank) Hung

Student •  Data Analyst •   Photographer • [email protected]


Skills


Lingual:

  • Fluent in English
  • Native in Mandarin


Programming:

  • R
  • Python
  • Julia
  • MATLAB
  • SQL
  • Java,
  • SPSS
  • Latex


Interest:

  • Photography
  • Videography
  • Competitive Swimming
  • Weight-lifting

Education

University of Toronto,2017/09 - Present

Major: Statistical Science Specialist

Work Experience

University of Toronto Factor-Inwentash Faculty of Social Work , Research Assistant

Oct 2018 ~ Sep 2019

  • Assisted the team in collecting survey on minorities’ drug usage and the early stage of Photo Voice Project
  • Analyzed and increased accuracy of statistical tests results drawn from survey data by implementing varying models such as Generalized Linear Model in R and SSPS Statistics 
  • Utilized data visualization skills on the results from the analysis using Excel

HomeBox, Sales Intern

 Jun 2017 ~ Sep 2017

  • Worked in a ten-person team to develop online store marketing strategies
  • Curated four categories of photo and video sets promoting products and services
  • Boosted purchases up to 150 a week following the online store launch

Projects 02 00@2x

Project

Where I explore my interests and develop them

Human Computer Interaction Project (UX) – BRANCH

  • Led a 6-person team on developing a design that aims to foster relationship-building in an academic setting, whether it is to form friendships or study groups in class.
  • Implemented User Experience (UX) process in creating the final design such as user-researching, prototyping, and testing.

Paragraph image 00 00@2x
Paragraph image 01 00@2x

Neural Network on MNIST Handwritten Digits Dataset (Julia Language)

  • Implemented and investigated the Autoencoding Variational Bayes on binarized MNIST digits
  • Utilized evidence lower bound (ELBO) to approximate the posterior of the latent variables and optimize the parameters in the neural network through gradient descent
  • Predicted the lower half of the digit images given the top half of the images by using Bayesian Inference

Stochastic Variational Inference (SVI) on the TrueSkill Model

  • Implemented a variant of the TrueSkill model which creates a playing ranking system for competitive games by inferring the skill (latent variable model) of a set of game results (Win or lose)
  • Applied SVI on World Tour Tennis Data and optimized the approximated distribution with ELBO 

Paragraph image 00 00@2x
Paragraph image 01 00@2x

Game Hub – Mini Games

  • Built an Android App with three mini games based on self-built file systems and game functions as part of a four-person team 
  • Created UI design and backend data structure using Java in Android Studio
  • Coordinated team responsibilities utilizing Git/Version Control to work individually

Projects 02 00@2x

Extracurriculars

Places and clubs that I enjoy 

Paragraph image 01 00@2x

The Varsity Newspaper Team:

Photographer

  • Took photos for various articles published in Canada’s largest-circulation student newspaper 
  • Contributing numerous ideas during seasonal magazine meetings

Republic of China Student Association: Communication Team 

  • Managed the production of sponsorship videos and took photos during key events, including orientation for incoming students and regular monthly events
  • Designed marketing strategies as part of a 5-person team which resulted in attracting 100 people per event 

Paragraph image 00 00@2x
Paragraph image 01 00@2x

iConnect International Mentorship Program:

Participant/Mentor 

  • Shared my international experience with peers and assisted others in their transition into university life
  • Facilitated group discussions regarding crucial events or topics when deemed necessary

Resume
Profile
Cfwsg4bshxn6rcmkjlgy

Chien-Che (Frank) Hung

Student •  Data Analyst •   Photographer • [email protected]


Skills


Lingual:

  • Fluent in English
  • Native in Mandarin


Programming:

  • R
  • Python
  • Julia
  • MATLAB
  • SQL
  • Java,
  • SPSS
  • Latex


Interest:

  • Photography
  • Videography
  • Competitive Swimming
  • Weight-lifting

Education

University of Toronto,2017/09 - Present

Major: Statistical Science Specialist

Work Experience

University of Toronto Factor-Inwentash Faculty of Social Work , Research Assistant

Oct 2018 ~ Sep 2019

  • Assisted the team in collecting survey on minorities’ drug usage and the early stage of Photo Voice Project
  • Analyzed and increased accuracy of statistical tests results drawn from survey data by implementing varying models such as Generalized Linear Model in R and SSPS Statistics 
  • Utilized data visualization skills on the results from the analysis using Excel

HomeBox, Sales Intern

 Jun 2017 ~ Sep 2017

  • Worked in a ten-person team to develop online store marketing strategies
  • Curated four categories of photo and video sets promoting products and services
  • Boosted purchases up to 150 a week following the online store launch

Projects 02 00@2x

Project

Where I explore my interests and develop them

Human Computer Interaction Project (UX) – BRANCH

  • Led a 6-person team on developing a design that aims to foster relationship-building in an academic setting, whether it is to form friendships or study groups in class.
  • Implemented User Experience (UX) process in creating the final design such as user-researching, prototyping, and testing.

Paragraph image 00 00@2x
Paragraph image 01 00@2x

Neural Network on MNIST Handwritten Digits Dataset (Julia Language)

  • Implemented and investigated the Autoencoding Variational Bayes on binarized MNIST digits
  • Utilized evidence lower bound (ELBO) to approximate the posterior of the latent variables and optimize the parameters in the neural network through gradient descent
  • Predicted the lower half of the digit images given the top half of the images by using Bayesian Inference

Stochastic Variational Inference (SVI) on the TrueSkill Model

  • Implemented a variant of the TrueSkill model which creates a playing ranking system for competitive games by inferring the skill (latent variable model) of a set of game results (Win or lose)
  • Applied SVI on World Tour Tennis Data and optimized the approximated distribution with ELBO 

Paragraph image 00 00@2x
Paragraph image 01 00@2x

Game Hub – Mini Games

  • Built an Android App with three mini games based on self-built file systems and game functions as part of a four-person team 
  • Created UI design and backend data structure using Java in Android Studio
  • Coordinated team responsibilities utilizing Git/Version Control to work individually

Projects 02 00@2x

Extracurriculars

Places and clubs that I enjoy 

Paragraph image 01 00@2x

The Varsity Newspaper Team:

Photographer

  • Took photos for various articles published in Canada’s largest-circulation student newspaper 
  • Contributing numerous ideas during seasonal magazine meetings

Republic of China Student Association: Communication Team 

  • Managed the production of sponsorship videos and took photos during key events, including orientation for incoming students and regular monthly events
  • Designed marketing strategies as part of a 5-person team which resulted in attracting 100 people per event 

Paragraph image 00 00@2x
Paragraph image 01 00@2x

iConnect International Mentorship Program:

Participant/Mentor 

  • Shared my international experience with peers and assisted others in their transition into university life
  • Facilitated group discussions regarding crucial events or topics when deemed necessary