By employing [input_output] + [pix2pix] combination of machine learning strategy, this exercise explores the opportunity to facilitate facade developments.
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_03-1024x576.jpg)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_02a-300x245.jpg)
![](https://blog.iaac.net/wp-content/uploads/2023/07/concept.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/p1-1024x654.png)
[over 2000 variations]
![](https://blog.iaac.net/wp-content/uploads/2023/07/q-1024x773.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_06-1024x576.jpg)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_07-4-1024x582.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_08-1-1024x511.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_09-1024x546.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_10-1024x764.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_11-1024x367.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_12-1024x480.png)
![](https://blog.iaac.net/wp-content/uploads/2023/07/G09_Behrad_Paul.__Page_13-1024x576.png)
Inspirations
[Input_Output] + [pix2pix] combination is a powerful machine learning tool for innovative architecture design. A meaningful and robust dataset is critical for a successful project. Pilot-test and extensive back-and-forth adjustments are also necessary as well as a good time-management framework.