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Lesson 4 Code

Combining Numerical and Categorical Data

In this lesson we'll look back at the house price dataset that we used in lesson 2. Previously, we just used 4 numerical columns for price prediction, but now we'll add 2 categorical columns as well. We'll use embedding layers to process those categories, and then see if we can get a better accuracy than before.

House dataset: https://www.kaggle.com/c/house-prices-advanced-regression-techniques


Lesson 2 House Price Code: https://github.com/chrisachard/summer_of_ai/blob/master/House%20Prices.ipynb


Completed Lesson 4 Code: https://github.com/chrisachard/summer_of_ai/blob/master/House%20Prices-Embeddings.ipynb