hw2

Generative models

You are given the following dataset.

1. Visualize this dataset using a scatter plot
2. Propose a generative model
3. Implement your generative model and sample data from your model
4. Visualize synthetic data to show that your model generates a 'similar dataset'
5. How can you assess if two datasets are similar? Discuss
6. Send your pull request code, plots, comments as a report as a jupyter notebook by 1.March

x1    x2
5.219 7.998
5.102 2.163
4.089 4.327
5.046 8.000
4.596 2.238
4.356 2.157
5.282 7.841
3.594 4.953
5.376 2.124
5.320 3.755
4.938 2.001
4.003 6.037
3.988 5.197
4.137 3.742
5.535 7.902
5.332 7.799
4.712 2.027
4.788 7.928
5.713 2.931
3.897 4.284
5.670 7.273
4.713 2.177
4.687 7.894
4.064 5.441
4.430 2.535
6.066 4.035
5.733 7.255
6.071 5.107
5.336 2.123
4.129 3.523
4.509 2.979
4.765 2.080
6.041 5.963
5.877 3.291
4.931 2.012
5.224 7.916
3.502 4.110
4.805 2.007
4.942 2.008
3.957 4.141
4.323 2.926
5.199 7.940
4.227 2.987
4.612 2.272
5.439 2.621
5.467 7.698
5.936 6.477
5.197 2.046
5.841 3.409
5.791 3.160
4.184 3.449
5.271 2.111
4.365 7.614
4.744 2.047
4.649 7.963
5.793 5.572
4.999 8.000
4.683 2.147
4.860 7.811
5.791 6.329
5.277 7.696
4.109 6.748
3.877 5.785
5.735 3.654
5.324 2.373
5.318 7.919
4.462 2.455
4.410 2.014
4.636 7.638
6.017 3.632
4.336 2.760
5.788 6.016
3.859 6.004
5.022 7.978
3.959 4.353
4.001 4.747
5.522 7.721
5.857 2.260
4.596 7.707
4.833 2.061
5.073 2.009
6.091 4.502
3.845 4.835
3.961 5.543
5.104 8.000
5.667 6.842
6.229 4.691
4.352 2.719
4.139 5.550
6.148 6.180
4.456 2.694
5.459 7.797
3.861 4.759
5.139 7.970
5.435 7.913
5.333 2.106
4.016 4.113
4.187 6.587
3.681 7.095
4.943 7.963