Insight Data Science Final Presentation for Active Me - Lois Smith
- 1. ActiveMe An App that helps you optimize your exercise habits Lois Keller Smith Insight Fellow
- 7. Weather affects exercise choices and performance
- 8. There is a major demand for fitness tracker analytics
- 9. ActiveMe Precipitation, Average Temperature, and Wind User Calories Burned in Activity/Day Weather Underground Polar Loop Jawbone Endomondo Calorie prediction based on Weather Sets goals for users based on predictions
- 10. 4 APIs to extract fitness and weather data Obtain data from User
- 11. 4 APIs to extract fitness and weather data Obtain data from User Store Data
- 12. 4 APIs to extract fitness and weather data Predictive Algorithm Obtain data from User Store Data Classify by day of week
- 13. 4 APIs to extract fitness and weather data Predictive Algorithm Obtain data from User Store Data Classify by day of week Use k-nearest neighbor regression for calorie prediction
- 14. 4 APIs to extract fitness and weather data Predictive Algorithm Obtain data from User Store Data Classify by day of week Use k-nearest neighbor regression for calorie prediction k nearest neighbor calorie predictions for: • Precipitation • Wind • Average Temperature
- 15. 4 APIs to extract fitness and weather data Predictive Algorithm Obtain data from User Store Data Classify by day of week Use k-nearest neighbor regression for calorie prediction Weight each calorie prediction by correlation coefficient k nearest neighbor calorie predictions for: • Precipitation • Wind • Average Temperature
- 16. 4 APIs to extract fitness and weather data Predictive Algorithm Obtain data from User Store Data Classify by day of week Use k-nearest neighbor regression for calorie prediction Weight each calorie prediction by correlation coefficient Provide users with an activity prediction, an activity goal, and sensitivity to parameters Return to User k nearest neighbor calorie predictions for: • Precipitation • Wind • Average Temperature
- 17. Does it work? YES! Actual - ActiveMe Algorithm Actual - Running Median Polar Loop User Endomondo User 123 calories 179 calories 17 calories 138 calories Low = Good
Editor's Notes
- #8: People are affected by weather – up to 10% of the population in Northeast US are affected by Seasonal Affective Disorder and sometimes we choose not to do things like bicycle or run when it’s too cold.
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- #18: Smaller is good!!!!