Merge pull request #2 from lucach/typos

Fix a couple of typos in the colab notebook

Author: sandeepmistry

GestureToEmoji/arduino_tinyml_workshop.ipynb

@@ -82,7 +82,7 @@
       "source": [
         "# Graph Data (optional)\n",
         "\n",
-        "We'll graph the input files on two separate graphs, acceleration and gyroscope, as each data set has different units and scale"
+        "We'll graph the input files on two separate graphs, acceleration and gyroscope, as each data set has different units and scale."
       ]
     },
     {
@@ -148,7 +148,7 @@
       "source": [
         "## Parse and prepare the data\n",
         "\n",
-        "The next cell parses the csv files and transforms them to a format that will be used to train the full connected neural network.\n",
+        "The next cell parses the csv files and transforms them to a format that will be used to train the fully connected neural network.\n",
         "\n",
         "Update the `GESTURES` list with the gesture data you've collected in `.csv` format.\n"
       ]
@@ -241,11 +241,11 @@
       "source": [
         "## Randomize and split the input and output pairs for training\n",
         "\n",
-        "Randomly sprint the input and ouput pairs into sets of data. 60% for training, 20% for validation, and 20% for testing.\n",
+        "Randomly split input and output pairs into sets of data: 60% for training, 20% for validation, and 20% for testing.\n",
         "\n",
         "  - the training set is used to train the model\n",
-        "  - the validatiin set is used to measure how well the model is performing during training\n",
-        "  - the testing set is used test the model after training"
+        "  - the validation set is used to measure how well the model is performing during training\n",
+        "  - the testing set is used to test the model after training"
       ]
     },
     {
@@ -404,7 +404,7 @@
       "source": [
         "### Graph the mean absolute error\n",
         "\n",
-        "[Mean absolute error](https://en.wikipedia.org/wiki/Mean_absolute_error), is another metric to judge the performance of the model.\n",
+        "[Mean absolute error](https://en.wikipedia.org/wiki/Mean_absolute_error) is another metric to judge the performance of the model.\n",
         "\n"
       ]
     },
@@ -547,4 +547,4 @@
       ]
     }
   ]
-}
+}