Update README.md

huggingface -> Hugging Face

README.md

@@ -97,15 +97,15 @@ ESPnet uses [pytorch](http://pytorch.org/) as a deep learning engine and also fo
   - Set `frontend` to be `s3prl`
   - Select any upstream model by setting the `frontend_conf` to the corresponding name.
 - Transfer Learning :
-  - easy usage and transfers from models previously trained by your group, or models from [ESPnet huggingface repository](https://huggingface.co/espnet).
+  - easy usage and transfers from models previously trained by your group, or models from [ESPnet Hugging Face repository](https://huggingface.co/espnet).
   - [Documentation](https://github.com/espnet/espnet/tree/master/egs2/mini_an4/asr1/transfer_learning.md) and [toy example runnable on colab](https://github.com/espnet/notebook/blob/master/espnet2_asr_transfer_learning_demo.ipynb).
 - Streaming Transformer/Conformer ASR with blockwise synchronous beam search.
 - Restricted Self-Attention based on [Longformer](https://arxiv.org/abs/2004.05150) as an encoder for long sequences
 - OpenAI [Whisper](https://openai.com/blog/whisper/) model, robust ASR based on large-scale, weakly-supervised multitask learning
 
 Demonstration
 - Real-time ASR demo with ESPnet2  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/espnet/notebook/blob/master/espnet2_asr_realtime_demo.ipynb)
-- [Gradio](https://github.com/gradio-app/gradio) Web Demo on [Huggingface Spaces](https://huggingface.co/docs/hub/spaces). Check out the [Web Demo](https://huggingface.co/spaces/akhaliq/espnet2_asr)
+- [Gradio](https://github.com/gradio-app/gradio) Web Demo on [Hugging Face Spaces](https://huggingface.co/docs/hub/spaces). Check out the [Web Demo](https://huggingface.co/spaces/akhaliq/espnet2_asr)
 - Streaming Transformer ASR [Local Demo](https://github.com/espnet/notebook/blob/master/espnet2_streaming_asr_demo.ipynb) with ESPnet2.
 
 ### TTS: Text-to-speech
@@ -138,7 +138,7 @@ Demonstration
 
 Demonstration
 - Real-time TTS demo with ESPnet2  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/espnet/notebook/blob/master/espnet2_tts_realtime_demo.ipynb)
-- Integrated to [Huggingface Spaces](https://huggingface.co/spaces) with [Gradio](https://github.com/gradio-app/gradio). See demo: [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/akhaliq/ESPnet2-TTS)
+- Integrated to [Hugging Face Spaces](https://huggingface.co/spaces) with [Gradio](https://github.com/gradio-app/gradio). See demo: [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/akhaliq/ESPnet2-TTS)
 
 To train the neural vocoder, please check the following repositories:
 - [kan-bayashi/ParallelWaveGAN](https://github.com/kan-bayashi/ParallelWaveGAN)
@@ -198,7 +198,7 @@ Demonstration
 Demonstration
 - Performing noisy spoken language understanding using speech enhancement model followed by spoken language understanding model.  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/14nCrJ05vJcQX0cJuXjbMVFWUHJ3Wfb6N?usp=sharing)
 - Performing two pass spoken language understanding where the second pass model attends on both acoustic and semantic information.  [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1p2cbGIPpIIcynuDl4ZVHDpmNPl8Nh_ci?usp=sharing)
-- Integrated to [Huggingface Spaces](https://huggingface.co/spaces) with [Gradio](https://github.com/gradio-app/gradio). See SLU demo on multiple languages: [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/Siddhant/ESPnet2-SLU)
+- Integrated to [Hugging Face Spaces](https://huggingface.co/spaces) with [Gradio](https://github.com/gradio-app/gradio). See SLU demo on multiple languages: [![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/Siddhant/ESPnet2-SLU)
 
 
 ### SUM: Speech Summarization