Update to Rubix ML 0.3.0

Author: andrewdalpino

LICENSE.md LICENSE

@@ -76,7 +76,7 @@ $losses = $estimator->steps();
 
 Now, we can plot the values using our favorite plotting software. As you can see, the value of the cost function decreases at each epoch until it stops when K Means has met its stopping criteria.
 
-![Inertia Loss](https://raw.githubusercontent.com/RubixML/Colors/master/docs/images/training-loss.svg?sanitize=true)
+![Inertia Loss](https://raw.githubusercontent.com/RubixML/Colors/master/docs/images/training-loss.png)
 
 ### Making Predictions
 To make the predictions, pass the testing set to the `predict()` method on the estimator instance.
@@ -126,4 +126,4 @@ Here is an excerpt of the Contingency Report. You'll notice a misclustered magen
 Congratulations on completing the tutorial on K Means and synthetic data generation. Try generating some more data in other shapes using the [Circle](https://docs.rubixml.com/en/latest/datasets/generators/circle.html) or [Half Moon](https://docs.rubixml.com/en/latest/datasets/generators/half-moon.html) generator. Is K Means able to detect clusters of different shapes and sizes?
 
 ## 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/).

README.md

@@ -3,7 +3,7 @@
     "type": "project",
     "description": "Demonstrating unsupervised clustering using the K Means algorithm and synthetic color data.",
     "homepage": "https://github.com/RubixML/Colors",
-    "license": "Apache-2.0",
+    "license": "MIT",
     "readme": "README.md",
     "keywords": [
         "clustering", "clusterer", "color clustering", "contingency table", "cross validation",
@@ -13,14 +13,13 @@
     "authors": [
         {
             "name": "Andrew DalPino",
-            "email": "[email protected]",
-            "homepage": "https://andrewdalpino.com",
+            "homepage": "https://github.com/andrewdalpino",
             "role": "Lead Engineer"
         }
     ],
     "require": {
         "php": ">=7.2",
-        "rubix/ml": "^0.1.0"
+        "rubix/ml": "^0.3.0"
     },
     "scripts": {
         "train": "@php train.php"