Yifei Wu
Data Scientist Intern (MEng Project) at Peel Plastic Products Ltd.- Claim this Profile
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Experience
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Peel Plastic Products Ltd.
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Canada
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Packaging & Containers
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100 - 200 Employee
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Data Scientist Intern (MEng Project)
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Sep 2023 - Present
Toronto, Ontario Spearheaded the design and implementation of a complex machine learning model for setup time prediction (quantile regression), encompassing ink and plate changes, roll replacements, and adjustments in printing task priorities. This initiative enhanced printer operational efficiency and job transition speed by 24%. Managed a large dataset and created a SQL database with over 40 attributes spanning more than 10 relational tables. Utilized MySQL for data extraction and Python (including… Show more Spearheaded the design and implementation of a complex machine learning model for setup time prediction (quantile regression), encompassing ink and plate changes, roll replacements, and adjustments in printing task priorities. This initiative enhanced printer operational efficiency and job transition speed by 24%. Managed a large dataset and created a SQL database with over 40 attributes spanning more than 10 relational tables. Utilized MySQL for data extraction and Python (including pymysql, openpyxl, xlwings) for automating reporting processes. Show less
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MoneyLife
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India
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Media Production
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1 - 100 Employee
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Data Analyst Intern
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May 2023 - Aug 2023
Markham, Ontario, Canada ● Utilized SQL to calculate Sharpe Ratio and Sortino Ratio for different mutual fund products for portfolio evaluation. ● Integrated efficient frontier in the performance assessment of portfolios, aiding in a better understanding of the risk-return relationship to optimize investment decisions. ● Developed a Python and Pine Script-based indicator system for stock trading, enhancing decision-making by pinpointing key price levels. ● Alerting on buy/sell points, support, and resistance… Show more ● Utilized SQL to calculate Sharpe Ratio and Sortino Ratio for different mutual fund products for portfolio evaluation. ● Integrated efficient frontier in the performance assessment of portfolios, aiding in a better understanding of the risk-return relationship to optimize investment decisions. ● Developed a Python and Pine Script-based indicator system for stock trading, enhancing decision-making by pinpointing key price levels. ● Alerting on buy/sell points, support, and resistance lines, resulting in a 20% increase in profit for NETFLIX stock trading. ● Integrated RSI trendline/divergence strategies into existing trading methods, achieving a three-year profitability of 92.8% with a maximum drawdown of 0.78% on VOO ETF. ● Enhanced momentum strategy through the integration of logistic regression and random forest algorithms and attained a 38.43% return in two months. Show less
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People's Insurance Company of China
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Insurance
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1 - 100 Employee
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Data Analyst Intern
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Jun 2022 - Aug 2022
Wuhan, Hubei, China ● Constructed an insurance dealer performance prediction model, reducing the semiannual employee turnover rate by up to 20%. ● Managed a large-scale dataset, creating customized Oracle database tables with 400+ attributes across 10+ relational tables. ● Developed a Tableau dashboard using historical data from 50,000+ insurance dealers, aiding strategic decision-making. ● Utilized SQL to extract data and Excel for formatting, then leveraged Pivot tables for the creation of monthly… Show more ● Constructed an insurance dealer performance prediction model, reducing the semiannual employee turnover rate by up to 20%. ● Managed a large-scale dataset, creating customized Oracle database tables with 400+ attributes across 10+ relational tables. ● Developed a Tableau dashboard using historical data from 50,000+ insurance dealers, aiding strategic decision-making. ● Utilized SQL to extract data and Excel for formatting, then leveraged Pivot tables for the creation of monthly reports. ● Designed a machine learning system to track new insurance dealer actions, using WOE and IV scores for segmentation, achieving over 85% prediction accuracy for each dealer group. Show less
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Industrial and Commercial Bank of China
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China
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Banking
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700 & Above Employee
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Data Analyst Intern
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Apr 2021 - Aug 2021
Wuhan, Hubei, China ● Completed 7 AI industry investment analysis reports by developing interactive Tableau dashboards. Sharing data-driven insights, including key financial metrics and market research findings, with head office. ● Implemented supervised machine learning algorithms on historical financial data to develop risk scoring models that challenged traditional methods, accelerating the assessment process by 50%. ● Utilized MySQL for cash flow modeling. Used Excel to analyze operating indicators… Show more ● Completed 7 AI industry investment analysis reports by developing interactive Tableau dashboards. Sharing data-driven insights, including key financial metrics and market research findings, with head office. ● Implemented supervised machine learning algorithms on historical financial data to develop risk scoring models that challenged traditional methods, accelerating the assessment process by 50%. ● Utilized MySQL for cash flow modeling. Used Excel to analyze operating indicators, financial status, and credit investigations of target companies, creating an early-warning list. ● Assessed the investment highlights in each report, including policies, market recognition, market share, operational conditions and financial conditions, to determine whether they meet the investment criteria. Show less
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Education
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University of Toronto
Master of Engineering, analytics -
Queen's University
Bachelor of Arts - BA, Econ&Math