diff --git a/LICENSE.md b/LICENSE
similarity index 96%
rename from LICENSE.md
rename to LICENSE
index 38420b19..60c1e93b 100644
--- a/LICENSE.md
+++ b/LICENSE
@@ -1,6 +1,6 @@
MIT License
-Copyright (c) 2020 The Rubix ML Community
+Copyright (c) 2020 Rubix ML
Copyright (c) 2020 Andrew DalPino
Permission is hereby granted, free of charge, to any person obtaining a copy
diff --git a/README.md b/README.md
index 3ccf3556..ec25d1fd 100644
--- a/README.md
+++ b/README.md
@@ -114,9 +114,9 @@ $scores = $estimator->scores();
Then, we can plot the values using our favorite plotting software such as [Tableu](https://public.tableau.com/en-us/s/) or [Excel](https://products.office.com/en-us/excel-a). If all goes well, the value of the loss should go down as the value of the validation score goes up. Due to snapshotting, the epoch at which the validation score is highest and the loss is lowest is the point at which the values of the network parameters are taken.
-
+
-
+
### Saving
Before exiting the script, save the model so we can run cross validation on it in another process.
@@ -242,4 +242,4 @@ Email: akrizhevsky '@' gmail.com
>- [1] A. Krizhevsky. (2009). Learning Multiple Layers of Features from Tiny Images.
## License
-The code is licensed [MIT](LICENSE.md) and the tutorial is licensed [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/).
+The code is licensed [MIT](LICENSE) and the tutorial is licensed [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/).
diff --git a/composer.json b/composer.json
index 198806e6..0744b2e1 100644
--- a/composer.json
+++ b/composer.json
@@ -3,7 +3,7 @@
"type": "project",
"description": "Use the famous CIFAR-10 dataset to train a multi-layer neural network to recognize images of cats, dogs, and other things.",
"homepage": "https://github.com/RubixML/CIFAR10",
- "license": "Apache-2.0",
+ "license": "MIT",
"keywords": [
"batch norm", "cifar 10", "cifar-10", "classification", "cross validation", "dataset",
"data science", "dropout", "elu", "example project", "exponential linear unit",
@@ -14,18 +14,14 @@
"authors": [
{
"name": "Andrew DalPino",
- "email": "me@andrewdalpino.com",
- "homepage": "https://andrewdalpino.com",
+ "homepage": "https://github.com/andrewdalpino",
"role": "Lead Engineer"
}
],
"require": {
"php": ">=7.2",
"ext-gd": "*",
- "rubix/ml": "^0.1.0"
- },
- "suggest": {
- "ext-tensor": "For faster training and inference"
+ "rubix/ml": "^0.3.0"
},
"scripts": {
"train": "@php train.php",
diff --git a/docs/images/training-loss.svg b/docs/images/training-loss.svg
deleted file mode 100644
index 8e81c9f2..00000000
--- a/docs/images/training-loss.svg
+++ /dev/null
@@ -1,98 +0,0 @@
-
-
-
\ No newline at end of file
diff --git a/docs/images/training-losses.png b/docs/images/training-losses.png
new file mode 100644
index 00000000..00ca0863
Binary files /dev/null and b/docs/images/training-losses.png differ
diff --git a/docs/images/validation-score.svg b/docs/images/validation-score.svg
deleted file mode 100644
index b9d586b6..00000000
--- a/docs/images/validation-score.svg
+++ /dev/null
@@ -1,82 +0,0 @@
-
-
-
\ No newline at end of file
diff --git a/docs/images/validation-scores.png b/docs/images/validation-scores.png
new file mode 100644
index 00000000..e65296c8
Binary files /dev/null and b/docs/images/validation-scores.png differ