diff --git a/README.md b/README.md
index 4646ea9..8a564ec 100644
--- a/README.md
+++ b/README.md
@@ -133,9 +133,9 @@ Unlabeled::build(array_transpose([$scores, $losses]))
Here is an example of what the validation score and training loss look like when plotted. You can plot the values yourself by importing the `progress.csv` file into your favorite plotting software.
-![R Squared Score](https://raw.githubusercontent.com/RubixML/Housing/master/docs/images/validation-score.svg?sanitize=true)
+![R Squared Score](https://raw.githubusercontent.com/RubixML/Housing/master/docs/images/validation-score.png)
-![L2 Loss](https://raw.githubusercontent.com/RubixML/Housing/master/docs/images/training-loss.svg?sanitize=true)
+![L2 Loss](https://raw.githubusercontent.com/RubixML/Housing/master/docs/images/training-loss.png)
### Saving
diff --git a/composer.json b/composer.json
index 4081ea1..0a7d07c 100644
--- a/composer.json
+++ b/composer.json
@@ -13,17 +13,13 @@
"authors": [
{
"name": "Andrew DalPino",
- "email": "me@andrewdalpino.com",
- "homepage": "https://andrewdalpino.com",
+ "homepage": "https://github.com/andrewdalpino",
"role": "Lead Engineer"
}
],
"require": {
"php": ">=7.2",
- "rubix/ml": "^0.1.0"
- },
- "suggest": {
- "ext-tensor": "For faster training and inference"
+ "rubix/ml": "^0.3.0"
},
"scripts": {
"predict": "@php predict.php",
diff --git a/docs/images/training-loss.png b/docs/images/training-loss.png
new file mode 100644
index 0000000..651d80d
Binary files /dev/null and b/docs/images/training-loss.png differ
diff --git a/docs/images/training-loss.svg b/docs/images/training-loss.svg
deleted file mode 100644
index 4fb8779..0000000
--- a/docs/images/training-loss.svg
+++ /dev/null
@@ -1,234 +0,0 @@
-
-
-
\ No newline at end of file
diff --git a/docs/images/validation-score.png b/docs/images/validation-score.png
new file mode 100644
index 0000000..44a64fe
Binary files /dev/null and b/docs/images/validation-score.png differ
diff --git a/docs/images/validation-score.svg b/docs/images/validation-score.svg
deleted file mode 100644
index 7d02fb2..0000000
--- a/docs/images/validation-score.svg
+++ /dev/null
@@ -1,246 +0,0 @@
-
-
-
\ No newline at end of file