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CCS-Lab
/
easyml
A toolkit for easily building and evaluating machine learning models.
https://ccs-lab.github.io/easyml
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updated docs..missed some L's
#67
paulhendricks
closed
7 years ago
0
several changes - see dev commits for more details
#66
paulhendricks
closed
7 years ago
0
fixed standardization problem
#65
paulhendricks
closed
7 years ago
0
updated documentation
#64
paulhendricks
closed
7 years ago
1
Sanity check of cocaine results
#63
youngahn
closed
7 years ago
2
Title of figures
#62
youngahn
closed
7 years ago
2
updated documentation
#61
paulhendricks
closed
7 years ago
0
added some documentation and updated travis to ignore python for now
#60
paulhendricks
closed
7 years ago
0
added documentation
#59
paulhendricks
closed
7 years ago
0
Specify K-fold
#58
youngahn
closed
7 years ago
2
Error in easy_glmnet
#57
youngahn
closed
7 years ago
1
alpha in easy_glmnet as an input
#56
youngahn
closed
7 years ago
3
Add DOI badge from Zenodo
#55
paulhendricks
closed
7 years ago
2
Machine learning analysis of fMRI data
#54
youngahn
closed
7 years ago
1
Create a preprocessor for normalizing data
#53
paulhendricks
closed
7 years ago
0
Define a generic function for preprocess functions
#52
paulhendricks
closed
7 years ago
1
Come up with consistent prefix for sampling functions
#51
paulhendricks
closed
7 years ago
1
Come up with a better prefix name than bootstrap for certain functions
#50
paulhendricks
closed
7 years ago
2
Adjust setup.py and conda file so easyml installs the correct dependencies
#49
paulhendricks
closed
7 years ago
1
Explore the use of generators for Python
#48
paulhendricks
closed
7 years ago
1
If necessary, solve bottlenecks using Rcpp or Cython
#47
paulhendricks
closed
7 years ago
1
Profile easy_* functions to identify bottlenecks
#46
paulhendricks
closed
7 years ago
0
Test installation on new machines; Mac OSX, Windows, Linux
#45
paulhendricks
closed
7 years ago
1
Bootstrap and plot correlation coefficients instead of mean squared errors for gaussian regression
#44
paulhendricks
closed
7 years ago
3
Standardize progress bars
#43
paulhendricks
closed
7 years ago
2
Convert categorical_variables to index based; works with arrays, matrices, and data.frames
#42
paulhendricks
closed
7 years ago
1
Explore current modeling packages
#41
paulhendricks
closed
7 years ago
2
Convert all functions to "tidy" functions, where possible
#40
paulhendricks
closed
7 years ago
3
Implement CI (Continuous Integration) e.g. Travis CI, AppVeyor, etc.
#39
paulhendricks
closed
7 years ago
0
Train and test ROC curves show 0.50
#38
paulhendricks
closed
7 years ago
1
Error in randomForest.default(X, y, ...) : NA not permitted in predictors
#37
paulhendricks
closed
7 years ago
2
Handle plot_betas() case when number of columns >> 20
#36
paulhendricks
closed
7 years ago
1
Error in abs(coefs)
#35
paulhendricks
closed
7 years ago
1
Plot importance of regressors (random forest)
#34
youngahn
closed
7 years ago
2
Make it optional to save beta weights and ROC curves? / How to name files? / set or display paths for saving files
#33
youngahn
closed
7 years ago
3
export beta values and ROC values to a variable
#32
youngahn
closed
7 years ago
1
change 'parallel' to 'n_core'
#31
youngahn
closed
7 years ago
2
Make easy_* functions compatible with pipelines in Python
#30
paulhendricks
closed
7 years ago
1
Standardize interfaces to easyml across R and Python
#29
paulhendricks
closed
7 years ago
1
Add Random Forest to easyml
#28
paulhendricks
closed
7 years ago
3
Add SVM to easyml
#27
youngahn
closed
7 years ago
2
Add glmnet lambda vs. error plots
#26
paulhendricks
closed
7 years ago
0
Add glmnet lambda vs. coefficient plots
#25
paulhendricks
closed
7 years ago
0
Add LOO cross-validation plots
#24
paulhendricks
closed
7 years ago
0
Explore object-oriented interface to easy_glmnet and accessories
#23
paulhendricks
closed
7 years ago
4
Implement ability to standardize before/after train/test split
#22
paulhendricks
closed
7 years ago
4
Better handle categorical variables
#21
paulhendricks
closed
7 years ago
1
Implement random_state argument for reproducing analyses
#20
paulhendricks
closed
7 years ago
0
Implement bootstrap functions in R
#19
paulhendricks
closed
7 years ago
0
Implement easy_glmnet function
#18
paulhendricks
closed
7 years ago
5
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