diff --git a/docs/tutorials/warmstart_embedding_matrix.ipynb b/docs/tutorials/warmstart_embedding_matrix.ipynb
index 1b32bac43..30532df4d 100644
--- a/docs/tutorials/warmstart_embedding_matrix.ipynb
+++ b/docs/tutorials/warmstart_embedding_matrix.ipynb
@@ -494,7 +494,7 @@
         "id": "NMtMv8yPEf5e"
       },
       "source": [
-        "\u003c!-- \u003cimg class=\"tfo-display-only-on-site\" src=\"https://tensorflow.org/tutorials/text/images/tensorboard-1.png\"/\u003e --\u003e"
+        "\u003c!-- \u003cimg class=\"tfo-display-only-on-site\" src=\"https://tensorflow.org/text/tutorials/images/tensorboard-1.png\"/\u003e --\u003e"
       ]
     },
     {
@@ -791,7 +791,7 @@
         "id": "a-9MOqehCQa8"
       },
       "source": [
-        "\u003c!-- \u003cimg class=\"tfo-display-only-on-site\" src=\"https://tensorflow.org/tutorials/text/images/tensorboard-2.png\"/\u003e --\u003e"
+        "\u003c!-- \u003cimg class=\"tfo-display-only-on-site\" src=\"https://tensorflow.org/text/tutorials/images/tensorboard-2.png\"/\u003e --\u003e"
       ]
     },
     {
diff --git a/docs/tutorials/word2vec.ipynb b/docs/tutorials/word2vec.ipynb
index 7d0727a60..d1fe20265 100644
--- a/docs/tutorials/word2vec.ipynb
+++ b/docs/tutorials/word2vec.ipynb
@@ -126,7 +126,7 @@
         "id": "RsCwQ07E8mqU"
       },
       "source": [
-        "![word2vec_skipgrams](https://tensorflow.org/tutorials/text/images/word2vec_skipgram.png)"
+        "![word2vec_skipgrams](https://tensorflow.org/text/tutorials/images/word2vec_skipgram.png)"
       ]
     },
     {
@@ -144,7 +144,7 @@
         "id": "pILO_iAc84e-"
       },
       "source": [
-        "![word2vec_skipgram_objective](https://tensorflow.org/tutorials/text/images/word2vec_skipgram_objective.png)"
+        "![word2vec_skipgram_objective](https://tensorflow.org/text/tutorials/images/word2vec_skipgram_objective.png)"
       ]
     },
     {
@@ -162,7 +162,7 @@
         "id": "P81Qavbb9APd"
       },
       "source": [
-        "![word2vec_full_softmax](https://tensorflow.org/tutorials/text/images/word2vec_full_softmax.png)"
+        "![word2vec_full_softmax](https://tensorflow.org/text/tutorials/images/word2vec_full_softmax.png)"
       ]
     },
     {
@@ -601,7 +601,7 @@
         "id": "_KlwdiAa9crJ"
       },
       "source": [
-        "![word2vec_negative_sampling](https://tensorflow.org/tutorials/text/images/word2vec_negative_sampling.png)"
+        "![word2vec_negative_sampling](https://tensorflow.org/text/tutorials/images/word2vec_negative_sampling.png)"
       ]
     },
     {