Show and explain the equations that are used for technique

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Reference no: EM133703720

Problem: Generative AI-Project- Invertible Probability Function

In a normalizing flow model, the decoding function is designed to be the exact inverse of the encoding function and quick to calculate, giving normalizing flows the property of tractability. However, neural networks are not by default invertible functions. This project is about creating an invertible process.

Suppose we have a probability distribution

1) p(x_1,x_2) = (x_1-1) * x_2 / 9
2) 'p' is defined over a rectangle [1 4] and [0 2]
3) 'p' integrates to 1 over the domain of the distribution

Submit the following:

I. Show and explain the equations that are used for technique known as change of variables, that enable creation of an invertible process

II. Show the final transformed function that has proper probability distribution

III. Explain in short, the meaning of each equation under 1. and the meaning of final equation under II.

Reference no: EM133703720

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