Skip to content

One,two and three-wayANOVA on fashion MNIST#13

Open
skyrb wants to merge 5 commits intonishnik:masterfrom
skyrb:master
Open

One,two and three-wayANOVA on fashion MNIST#13
skyrb wants to merge 5 commits intonishnik:masterfrom
skyrb:master

Conversation

@skyrb
Copy link
Contributor

@skyrb skyrb commented Dec 31, 2018

No description provided.

@skyrb
Copy link
Contributor Author

skyrb commented Dec 31, 2018

Implemented fashion MNIST and ANOVA on the result w.r.t to learning rate

@skyrb
Copy link
Contributor Author

skyrb commented Jan 4, 2019

please review

@nishnik
Copy link
Owner

nishnik commented Jan 4, 2019

You can use statsmodel for ANOVA.
Example: https://plot.ly/python/anova/
As you have already set it up for Fashion MNIST, try doing the ANOVA on it.
#12

@skyrb skyrb changed the title ANOVA on fashion MNIST One,two and three-wayANOVA on fashion MNIST Jan 4, 2019
@skyrb
Copy link
Contributor Author

skyrb commented Jan 4, 2019

I have made changes so please review..

@skyrb
Copy link
Contributor Author

skyrb commented Jan 7, 2019

please review,i think today is last day

@nishnik
Copy link
Owner

nishnik commented Jan 10, 2019

Hi, this looks good to me.
We can see that the learning rate has more role to play than the number of layers.
There is a minor glitch; you shouldn't run the ANOVA on Mean Accuracy instead on different epochs like either the 5th or the last epoch. Because the model with small learning rate hasn't learned much in the first few epochs and that get counted too. Ideally we should take the epoch with highest val accuracy for each set of experiment.

@nishnik
Copy link
Owner

nishnik commented Jan 10, 2019

And don't worry about KWoC evaluation. They will value your contribution rather than the number of PRs accepted.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants