diff --git a/README.md b/README.md
index 07fd6a6d..564093d7 100644
--- a/README.md
+++ b/README.md
@@ -48,7 +48,7 @@ const sk = require('scikitjs')
 sk.setBackend(tf)
 ```
 
-Note: If you have ESM enabled (by setting type="module" in your package.json), then you can consume this libary with import / export, like in the following code block.
+Note: If you have ESM enabled (by setting type="module" in your package.json), then you can consume this library with import / export, like in the following code block.
 
 ```js
 import * as tf from '@tensorflow/tfjs-node'
diff --git a/docs/docs/python.md b/docs/docs/python.md
index deb4ee06..081808c3 100644
--- a/docs/docs/python.md
+++ b/docs/docs/python.md
@@ -47,7 +47,9 @@ Turns into
 #### javascript
 
 ```js
-import { LinearRegression } from 'scikitjs'
+import * as tf from '@tensorflow/tfjs'
+import { LinearRegression, setBackend } from 'scikitjs'
+setBackend(tf)
 
 let X = [[1], [2]]
 let y = [10, 20]
@@ -77,7 +79,9 @@ Turns into
 #### javascript
 
 ```js
-import { LinearRegression } from 'scikitjs'
+import * as tf from '@tensorflow/tfjs'
+import { LinearRegression, setBackend } from 'scikitjs'
+setBackend(tf)
 
 let X = [[1], [2]]
 let y = [10, 20]
@@ -112,7 +116,9 @@ Turns into
 #### javascript
 
 ```js
-import { LogisticRegression } from 'scikitjs'
+import * as tf from '@tensorflow/tfjs'
+import { LogisticRegression, setBackend } from 'scikitjs'
+setBackend(tf)
 
 let X = [[1], [-1]]
 let y = [1, 0]
diff --git a/docs/docs/tutorial.md b/docs/docs/tutorial.md
index 75ca34ab..8b1014b1 100644
--- a/docs/docs/tutorial.md
+++ b/docs/docs/tutorial.md
@@ -8,16 +8,16 @@ Let's discover **Scikit.js in less than 5 minutes**.
 
 ## Getting Started
 
-Get started by **installing the library**.
+Get started by **installing the library as well as it's dependencies**.
 
 ```shell
-npm install scikitjs
+npm install scikitjs @tensorflow/tfjs
 ```
 
 or
 
 ```shell
-yarn add scikitjs
+yarn add scikitjs @tensorflow/tfjs
 ```
 
 ## Build a model
@@ -25,8 +25,12 @@ yarn add scikitjs
 Build a simple Linear Regression
 
 ```js
-import { LinearRegression } from 'scikitjs'
+// import tensorflow and register it as the backend
+import * as tf from '@tensorflow/tfjs'
+import { LinearRegression, setBackend } from 'scikitjs'
+setBackend(tf)
 
+// Perform a linear regression
 let X = [
   [2, 3],
   [1, 4],