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Issues: Benjamin-Lee/deep-rules

Action items for submission
#226 by Benjamin-Lee was closed May 27, 2021
Closed 57
Finish manuscript and submit to journal
#174 by AlexanderTitus was closed May 27, 2021
Closed 21
Add your author information to metadata.yaml
#148 by Benjamin-Lee was closed May 27, 2021
Closed 3
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Issues list

There's more than one way to do it: find the learning that's right for you (and your data) Tip Ideas for tips
#29 opened Nov 11, 2018 by chevrm
1 task done
3
Use existing model architectures whenever possible. Tip Ideas for tips
#6 opened Oct 24, 2018 by Benjamin-Lee
Normalize, normalize, normalize. Tip Ideas for tips
#7 opened Oct 24, 2018 by Benjamin-Lee
1
If you don't have enough data, consider whether there is other data that can help pre-train a model. Tip Ideas for tips
#8 opened Nov 1, 2018 by cgreene
2
Understand the data Tip Ideas for tips
#12 opened Nov 3, 2018 by khyu
5
Discuss computational issues
#15 opened Nov 6, 2018 by SiminaB
1
Strive for balance between training, tuning, and testing datasets Tip Ideas for tips
#19 opened Nov 7, 2018 by hugoaerts
1
For full reproducibility, always report all details of your analyses, including sharing of data, methods, and models Tip Ideas for tips
#21 opened Nov 7, 2018 by hugoaerts
4
Make sure your problem is a good fit for deep learning. Tip Ideas for tips
#22 opened Nov 10, 2018 by beamandrew
9
Understand the trade-off between interpretability and performance Tip Ideas for tips
#25 opened Nov 11, 2018 by signalbash
2
If a human can't perform the task with ease, be surprised if a machine can. Tip Ideas for tips
#26 opened Nov 11, 2018 by paulbrodersen
1 task done
11
Fairly validate your model with proper test/train data Tip Ideas for tips
#27 opened Nov 11, 2018 by chevrm
1 task done
6
Don't use deep learning if you don't have to. Tip Ideas for tips
#3 opened Oct 24, 2018 by Benjamin-Lee
5
Understand, protect against, and benchmark possible overfitting Tip Ideas for tips
#28 opened Nov 11, 2018 by chevrm
1 task done
3
So you have a model/classifier....now what Tip Ideas for tips
#30 opened Nov 11, 2018 by chevrm
1 task done
Know your resources Tip Ideas for tips
#31 opened Nov 11, 2018 by chevrm
1 task done
Treat it as a statistical model Tip Ideas for tips
#33 opened Nov 12, 2018 by blengerich
1 task done
1
Your deep learning model does not need to be a black box. Tip Ideas for tips
#36 opened Nov 13, 2018 by tbrittoborges
1 task done
Don't forget your ML fundamentals/Rules that apply to ML also apply to DL Tip Ideas for tips
#37 opened Nov 14, 2018 by Benjamin-Lee
1 task done
2
Make sure you are optimizing the right objective function! Tip Ideas for tips
#38 opened Nov 14, 2018 by Isy89
1 task done
3
Use a simple linear and non-linear model as a baseline for measuring progress. Tip Ideas for tips
#41 opened Nov 14, 2018 by rasbt
1 task done
8
Perform sanity checks and follow good coding practices Tip Ideas for tips
#52 opened Nov 21, 2018 by evancofer
2 tasks done
8
Be suspicious: high prediction accuracy may backfire Tip Ideas for tips
#55 opened Nov 21, 2018 by HaohanWang
2 tasks done
1
A primer on deep learning in genomics paper Papers we should cite
#59 opened Nov 27, 2018 by agitter
4
mlf-core: a framework for deterministic machine learning paper Papers we should cite
#361 opened May 14, 2021 by agitter
1
ProTip! What’s not been updated in a month: updated:<2024-12-03.