Where to find files:
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Presentation: fitness trakcing machine learning.pdf
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Machine learning classification: -> Machine Learning -> Classification
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Machine learning regression: -> Machine Learning -> Regression
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SQL Database: -> database_zhiyi -> database_creation.ipynb + fitness_database.sqlite
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Tableau: Fitness Tracking Overview Final.twbx
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Web: index.html
Project Questions:
Regression Analysis
- Can running pace be predicted based on max pace, elevation, heart rate, temp, and athlete count?
Classification Analysis
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Do specific running features relate more to a specific time of day?
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Can we use machine learning to accurately predict the type of workout based on factors such as heart rate, start time, and length of workout?
Workflow
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Describe Fitness Tracking Data via Tableau
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Machine Learning Analysis
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Database Architecture using SQLite
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Frontend Design with HTML/CSS/Bootstrap