如何（也许）使用火箭科学投注 NBA 赚钱.pdf

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1、DraftKings Inc.,2023 privileged&confidentialDraftKings Inc.,2024 privileged&confidentialDraftKings Inc.,2024 privileged&confidentialAGENDA5.How You Make Money4.How Were Utilising Databricks3.Our NBA Kalman Filters2.The“Rocket Science”1.What We Do6.SummaryDraftKings Inc.,2023 privileged&confidentialD

2、raftKings Inc.,2024 privileged&confidential/4DraftKings Inc.,2024 privileged&confidentialWhat We DoWe are part of the Sports Data Science Team at DraftKings,responsible for setting the prices customers see on our sportsbook.Our complex monte carlo simulation based pricing engines are powered by mult

3、iple ML models and generate probabilities for various sports events,such as:Final game scoresTiming of the next touchdownThe next team to score a 3-pointer/5DraftKings Inc.,2024 privileged&confidentialBusiness ProblemWHATAt the end of 2022 we were asked to produce models that are capable of producin

4、g NBA player props markets(over/under player gets x points/assists etc)HOWProduce player centric NBA models that are able to understand the value of playersProduce several new player based features and models that to help us produce props marketsStep change our MLOps practices by utilizing Databrick

5、s to produce robust feature and model pipelines and monitor our models.WHATAt the end of 2022 we were asked to produce models that are capable of producing NBA player props markets(over/under player gets x points/assists etc)HOWProduce player centric NBA models that are able to understand the value

6、of playersProduce several new player based features and models that to help us produce props marketsStep change our MLOps practices by utilizing Databricks to produce robust feature and model pipelines and monitor our models.DraftKings Inc.,2023 privileged&confidentialDraftKings Inc.,2023 privileged