diff --git a/docs/sources/user_guide/tf_regressor/TfLinearRegression.ipynb b/docs/sources/user_guide/tf_regressor/TfLinearRegression.ipynb
index 526e8aae2..51a67e7d3 100644
--- a/docs/sources/user_guide/tf_regressor/TfLinearRegression.ipynb
+++ b/docs/sources/user_guide/tf_regressor/TfLinearRegression.ipynb
@@ -57,7 +57,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# LinearRegression"
+    "# TfLinearRegression"
    ]
   },
   {
@@ -86,7 +86,7 @@
    "metadata": {},
    "source": [
     "The linear regression model is fitted using gradient descent optimization supporting simple and multiple linear regression; for more information on linear regression, please refer to the documentation of the related \n",
-    "[`mlxtend.regressor.LinearRegression estimator`](../regressor.LinearRegression.md) and the tutorials:\n",
+    "[`mlxtend.regressor.LinearRegression estimator`](../regressor/LinearRegression.md) and the tutorials:\n",
     "\n",
     "- [Gradient Descent and Stochastic Gradient Descent](../general_concepts/gradient-optimization.md)\n",
     "- [Deriving the Gradient Descent Rule for Linear Regression and Adaline](../general_concepts/linear-gradient-derivative.md)."