[TTS] Replace diagram with github release link

Signed-off-by: Ryan <[email protected]>
NVIDIA · Apr 17, 2024 · 0bd1387 · 0bd1387
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diff --git a/tutorials/tts/Audio_Codec_Training.ipynb b/tutorials/tts/Audio_Codec_Training.ipynb
@@ -44,7 +44,7 @@
         "Neural audio codecs are deep learning models that compress audio into a low bitrate representation. The compact embedding space created by these models can be useful for various speech tasks, such as TTS and ASR.\n",
         "\n",
         "<div>\n",
-        "<img src=\"https://raw.githubusercontent.com/NVIDIA/NeMo/main/tutorials/tts/images/audio_codec_diagram.png\" width=\"800\", height=\"400\"/>\n",
+        "<img src=\"https://github.com/NVIDIA/NeMo/releases/download/v1.22.0/nemo_audio_codec.png\" width=\"800\", height=\"400\"/>\n",
         "</div>\n",
         "\n",
         "Audio codec models typically have an *encoder-quantizer-decoder* structure. The **encoder** takes an input audio signal and encodes it into a sequence of embeddings. The **quantizer** discretizes the embeddings to create a lookup table known as a **codebook**. The embeddings saved in the codebook are referred to as **audio codes**. The **decoder** takes the audio codes as input and attempts to reconstruct the original audio signal.\n",

diff --git a/tutorials/tts/images/audio_codec_diagram.png b/tutorials/tts/images/audio_codec_diagram.png