Bike Count Prediction Using Boosted Decision Tree Regression- Joseph Owusu

December 19, 2018
This model will predict a number of bikes to be rented using the Boosted Tree Regression. Coefficient of Determination = 0.84 = 84%.
Coefficient of Determination = 0.84 = 84% meaning machine learning can predict correctly 84% of the time with confidence based on input data. Simple English from prediction above; 84% confident that 90 bikes will be rented. Given the following parameters below; SEASON = 1; MNTH = 2; HR = 14; WEEKDAY = 5; WORKINGDAY = 1; WEATHERSIT = 3; TEMP = 0.56; ATEMP = 0.5303; HUM = 0.56; WINDSPEED = 0.6119.