Merge pull request #240 from ryanrussell/patch-1

docs(19.04): Fix Typoes

19_recurrent_neural_nets/04_multivariate_timeseries.ipynb

@@ -357,7 +357,7 @@
     "fig, axes = plt.subplots(ncols=2, figsize=(14,4))\n",
     "columns={'ip': 'Industrial Production', 'sentiment': 'Sentiment'}\n",
     "df.rename(columns=columns).plot(ax=axes[0], title='Original Series')\n",
-    "df_transformed.rename(columns=columns).plot(ax=axes[1], title='Tansformed Series')\n",
+    "df_transformed.rename(columns=columns).plot(ax=axes[1], title='Transformed Series')\n",
     "sns.despine()\n",
     "fig.tight_layout()\n",
     "fig.savefig(results_path / 'multi_rnn', dpi=300)"
@@ -1122,7 +1122,7 @@
    "source": [
     "fig, axes = plt.subplots(ncols=3, figsize=(17, 4))\n",
     "pd.DataFrame(result.history).rename(columns={'loss': 'Training',\n",
-    "                                              'val_loss': 'Validation'}).plot(ax=axes[0], title='Train & Validiation Error')\n",
+    "                                              'val_loss': 'Validation'}).plot(ax=axes[0], title='Train & Validation Error')\n",
     "axes[0].set_xlabel('Epoch')\n",
     "axes[0].set_ylabel('MAE')\n",
     "col_dict = {'ip': 'Industrial Production', 'sentiment': 'Sentiment'}\n",