Ryan Chang
Instructional Associate at General Assembly- 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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Intermediate SQL
DataCampFeb, 2020- Oct, 2024 -
Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
CourseraOct, 2018- Oct, 2024 -
Structuring Machine Learning Projects
CourseraOct, 2018- Oct, 2024 -
Neural Networks and Deep Learning
CourseraSep, 2018- Oct, 2024 -
Convolutional Neural Networks for Imaging Processing
DataCamp -
Deep Learning in Python
DataCamp -
Intro to Python for Data Science
DataCamp -
Natural Language Processing Fundamentals in Python
DataCamp -
Supervised Learning with scikit-learn
DataCamp
Experience
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General Assembly
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United States
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Higher Education
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700 & Above Employee
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Instructional Associate
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May 2019 - Present
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General Assembly
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United States
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Higher Education
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700 & Above Employee
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Data Science Immersion Graduate
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Nov 2017 - Feb 2018
Gained experience in data science skills such as Python, Exploratory Data Analysis, Data Munging, Feature Engineering, handling imbalanced data, web scraping and Machine Learning (Supervised and Unsupervised)Capstone Project on Life Insurance Risk Classification- Aim of project is to develop a model to predict the risk classification of life insurance applicants to expedite the applications process- Worked with a challenging and imbalanced dataset with 8 target risk classes - Obtained moderately good Quadratic Kappa Weighted scores using extreme gradient boosting model and also gained experience in using ensemble modelling techniques such as bagging and boosting
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SingHealth
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Singapore
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Hospitals and Health Care
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700 & Above Employee
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Manager
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Aug 2015 - Feb 2017
- Managed a team of 3 senior/ executives in the planning team- Developed manpower projection model and formulated strategies to address workforce gaps- Oversaw preparation and submission of manpower reports from SAP HRIS for submission to MOH and developed ISO 9001 procedure manual for manpower reporting- Managed all routine and ad-hoc data requests- Managed HR Analytics project to generate routine reports and dashboards in Tableau - Managed a team of 3 senior/ executives in the planning team- Developed manpower projection model and formulated strategies to address workforce gaps- Oversaw preparation and submission of manpower reports from SAP HRIS for submission to MOH and developed ISO 9001 procedure manual for manpower reporting- Managed all routine and ad-hoc data requests- Managed HR Analytics project to generate routine reports and dashboards in Tableau
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SingHealth
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Singapore
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Hospitals and Health Care
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700 & Above Employee
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Assistant Manager, Manpower Planning
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Jan 2012 - Feb 2014
- Managed a team of 3 senior/ executives in the planning team- Developed manpower projection model and formulated strategies to address workforce gaps- Oversaw preparation and submission of manpower reports from SAP HRIS for submission to MOH and developed ISO 9001 procedure manual for manpower reporting- Managed all routine and ad-hoc data requests- Managed HR Analytics project to generate routine reports and dashboards in Tableau - Managed a team of 3 senior/ executives in the planning team- Developed manpower projection model and formulated strategies to address workforce gaps- Oversaw preparation and submission of manpower reports from SAP HRIS for submission to MOH and developed ISO 9001 procedure manual for manpower reporting- Managed all routine and ad-hoc data requests- Managed HR Analytics project to generate routine reports and dashboards in Tableau
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Ministry of Home Affairs Singapore
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Singapore
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Government Administration
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700 & Above Employee
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Analyst
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Aug 2010 - Nov 2011
- Managed large scale Operations Research studies outsourced to external consultancy agencies and provided consultancy to Ministry HQ Divisions and Home Team Departments - Managed large scale Operations Research studies outsourced to external consultancy agencies and provided consultancy to Ministry HQ Divisions and Home Team Departments
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National Council of Social Service (NCSS)
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Singapore
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Government Administration
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1 - 100 Employee
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Manpower Strategy & Planning Manager
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Feb 2010 - Jul 2010
- Managed Professional Conversion Programme for Social Workers and facilitate their accreditation - Managed Professional Conversion Programme for Social Workers and facilitate their accreditation
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DSTA
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Singapore
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Defense and Space Manufacturing
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700 & Above Employee
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Operations Analyst
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Nov 2004 - Oct 2009
Conducted operations research studies and provided analytical support to management on resource optimisation, operations and manpower planning. Provided consultancy to stakeholders in MINDEF HQ and RSAF Conducted operations research studies and provided analytical support to management on resource optimisation, operations and manpower planning. Provided consultancy to stakeholders in MINDEF HQ and RSAF
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Education
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General Assembly
Data Science Immersive Graduate -
National University of Singapore
Industrial Systems Engineering, Operations Research -
National University of Singapore
Mechanical Engineering, Mechanical Engineering