diff --git a/applications/machine_learning/scikit_learn.ipynb b/applications/machine_learning/scikit_learn.ipynb
index 242c6313db5180ee2d820fbb13fc23eda50a8741..07d5dc0ac8f5a60b1580a2380a7705a125704158 100644
--- a/applications/machine_learning/scikit_learn.ipynb
+++ b/applications/machine_learning/scikit_learn.ipynb
@@ -11,7 +11,6 @@
     "- Simple and efficient tools for predictive data analysis\n",
     "- Built on `numpy`, `scipy`, and `matplotlib`\n",
     "- Open source, commercially usable - BSD license\n",
-    "- \\> 2.1k contributers, 22.5k forks, 48.5k \"stars\"\n",
     "- Current version: 1.0.2\n",
     "- Powerful generic API\n",
     "- Very well documented\n",
@@ -52,7 +51,7 @@
     "\n",
     "Three important concepts to understand for using `scikit-learn`:\n",
     "1. `estimator` objects and their `fit` and `predict` methods for fitting data and making predictions\n",
-    "2. `transformer` objects for pre/post-processing transforms\n",
+    "2. `transformer` objects and their `fit` and `transform` methods for pre/post-processing data\n",
     "3. `pipeline` objects for chaining together `transformers` and `estimators` into a machine learning pipeline"
    ]
   },