* changing file names to make built-in audio toxicity feature the first example for audio moderation.

Author: mhaghy

content-moderation/03-audio-moderation/02-content-moderation-audio-transcribe-toxicity-detection.ipynb content-moderation/03-audio-moderation/01-content-moderation-audio-transcribe-toxicity-detection.ipynb

@@ -13,9 +13,9 @@
     "Amazon Transcribe now provides a simple, ML based solution for toxic content detection in audio chats. The capability available for social media, gaming, and general needs, eliminating the requirement for customers to bring their own data for training the ML model. The toxicity detection feature leverages the context of the conversation and also audio cues(e.g., pitch, tone, emotion) to detect toxic content.\n",
     "\n",
     "In this tutorial we will learn how to detect toxicity in audio files. \n",
-    "You can learn more [here](https://docs.aws.amazon.com/transcribe/).\n",
+    "You can learn more [here](https://aws.amazon.com/transcribe/toxicity-detection/).\n",
     "\n",
-    "![audio-moderation-arch](../images/TranscribeAudioToxicityModeration.png)\n",
+    "![audio-moderation-arch](../images/audio-moderation-transcribe-toxicity-detection.png)\n",
     "\n",
     "- [Step 1: Setup Notebook](#step1)\n",
     "- [Step 2: Setup Variables and Import Packages](#step2)\n",

content-moderation/03-audio-moderation/01-content-moderation-audio-transcribe-with-custom-vocabulary.ipynb content-moderation/03-audio-moderation/02-content-moderation-audio-transcribe-with-custom-vocabulary.ipynb

@@ -12,7 +12,7 @@
     "In this tutorial we will learn how to create and use a custom vocabulary to mask out unsuitable words from a transcription.\n",
     "You can learn more [here](https://docs.aws.amazon.com/transcribe/latest/dg/vocabulary-filtering.html).\n",
     "\n",
-    "![audio-moderation-arch](../images/TranscribeAudioModeration.png)\n",
+    "![audio-moderation-arch](../images/audio-moderation-transcribe-custom-vocabulary.png)\n",
     "\n",
     "- [Step 1: Setup Notebook](#step1)\n",
     "- [Step 2: Setup Variables and import packages](#step2)\n",