🦋 Update README

README.md

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+---
+tags:
+- tensorflowtts
+- audio
+- text-to-speech
+- text-to-mel
+language: eng
+license: apache-2.0
+datasets:
+- LJSpeech
+widget:
+- text: "How are you?"
+---
+
+# FastSpeech trained on LJSpeech (Eng))
+This repository provides a pretrained [FastSpeech](https://arxiv.org/abs/1905.09263) trained on LJSpeech dataset (ENG). For a detail of the model, we encourage you to read more about
+[TensorFlowTTS](https://github.com/TensorSpeech/TensorFlowTTS). 
+
+
+## Install TensorFlowTTS
+First of all, please install TensorFlowTTS with the following command:
+```
+pip install TensorFlowTTS
+```
+
+### Converting your Text to Mel Spectrogram
+```python
+from tensorflow_tts.inference import AutoProcessor
+from tensorflow_tts.inference import TFAutoModel
+
+processor = AutoProcessor.from_pretrained("tensorspeech/tts-fastspeech-ljspeech-en")
+fastspeech = TFAutoModel.from_pretrained("tensorspeech/tts-fastspeech-ljspeech-en")
+
+text = "How are you?"
+
+input_ids = processor.text_to_sequence(text)
+
+mel_before, mel_after, duration_outputs = fastspeech.inference(
+    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),
+    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),
+    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),
+)
+```
+
+#### Referencing FastSpeech
+```
+@article{DBLP:journals/corr/abs-1905-09263,
+  author    = {Yi Ren and
+               Yangjun Ruan and
+               Xu Tan and
+               Tao Qin and
+               Sheng Zhao and
+               Zhou Zhao and
+               Tie{-}Yan Liu},
+  title     = {FastSpeech: Fast, Robust and Controllable Text to Speech},
+  journal   = {CoRR},
+  volume    = {abs/1905.09263},
+  year      = {2019},
+  url       = {http://arxiv.org/abs/1905.09263},
+  archivePrefix = {arXiv},
+  eprint    = {1905.09263},
+  timestamp = {Wed, 11 Nov 2020 08:48:07 +0100},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-1905-09263.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```
+
+#### Referencing TensorFlowTTS
+```
+@misc{TFTTS,
+    author = {Minh Nguyen, Alejandro Miguel Velasquez, Erogol, Kuan Chen, Dawid Kobus, Takuya Ebata, 
+    Trinh Le and Yunchao He},
+    title = {TensorflowTTS},
+    year = {2020},
+    publisher = {GitHub},
+    journal = {GitHub repository},
+    howpublished = {\\url{https://github.com/TensorSpeech/TensorFlowTTS}},
+  }
+```