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I just started to learn on ANN and tried to experiment on my own on a Linear Regression. I got a dataset which had housing prices for a city. Tried going through this but my model gives me a huge loss. Am stuck at two issues and how do I resolve them?

Issue 1 - The column location has Location data. How do I go about Normalizing it? I tried using OneHotEncoder but get a huge array with many indices.

Issue 2 - How do I resolve my loss? Do I need to increase the number of hidden layers or type of activation function?

The code can be found here. The dataset is also visible in the gist.

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