Explore and Clean the Data | End to End Machine Learning

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213. Nonlinear Modeling and Optimization

Get the Data

Introduction (3:28)
Define the Question (2:14)
Get Some Data (4:09)
Explore and Clean the Data (5:53)
Define the Question (8:06)
Create the Interface (5:58)

Interpret the Data

Load the Data (3:31)
Plot the Data (5:50)
Get Results by Size and Build (6:31)
Get Build Data (9:08)

Build a Dog Sizing Model

Fit the Curve (6:41)
Compare Model Candidates (7:37)
Train a Model (5:43)
Define the Loss Function (8:13)
Create a Polynomial Model Class (8:54)

Complete the Dog Sizer

Find the Best Model (10:09)
Test Dog Sizer (9:27)
Wrap Up (3:49)

Explore and Clean the Data

Google sheet for data cleaning

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