project report jeff pape cheng chen. pains losing bets unmeasurable stats(teamwork, chemistry, etc)...

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Project Report Jeff Pape Cheng Chen

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Page 1: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Project ReportJeff PapeCheng Chen

Page 2: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Pains• Losing bets• Unmeasurable stats(teamwork, chemistry, etc)• Coaches not understanding teams

Page 3: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Solutions• Construct dataset, implement AI algorithm• Extract new features• Model players/teams

Page 4: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Mock up

Page 5: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

System architecture

Page 6: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Technical challenges• Constructing large dataset• Interacting efficiently with data• Designing/implementing machine learning algorithm

Page 7: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Secret sauce• New features• Detailed analysis and machine learning algorithm• Very large set of statistics

Page 8: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Milestones

Page 9: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Feature ChartPast Data Machine Learning Accuracy

Average Joe X

Online Betting Site X XX

Our Program X X XXX

Page 10: Project Report Jeff Pape Cheng Chen. Pains Losing bets Unmeasurable stats(teamwork, chemistry, etc) Coaches not understanding teams

Summary• Design and implement algorithm• Understand teams/players better• Make better game predictions