add readme

README.md

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+
+---
+license: cc-by-4.0
+task_categories:
+- automatic-speech-recognition
+language:
+- en
+pretty_name: People's Speech Clean
+---
+
+# Distil Whisper: People's Speech Clean
+
+This is a variant of the [People's Speech Clean](https://huggingface.co/datasets/MLCommons/peoples_speech) dataset, augmented to return the pseudo-labelled Whisper 
+Transcriptions alongside the original dataset elements. The pseudo-labelled transcriptions were generated by 
+labelling the input audio data with the Whisper [large-v2](https://huggingface.co/openai/whisper-large-v2)
+model with *greedy* sampling. For information on how the original dataset was curated, refer to the original 
+[dataset card](https://huggingface.co/datasets/MLCommons/peoples_speech).
+
+## Standalone Usage
+
+First, install the latest version of the 🤗 Datasets package:
+
+```bash
+pip install --upgrade pip
+pip install --upgrade datasets[audio]
+```
+
+The dataset can be downloaded and pre-processed on disk using the [`load_dataset`](https://huggingface.co/docs/datasets/v2.14.5/en/package_reference/loading_methods#datasets.load_dataset) 
+function:
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("distil-whisper/peoples_speech-clean", "clean")
+# take the first sample of the validation set
+sample = dataset["validation"][0]
+```
+
+It can also be streamed directly from the Hub using Datasets' [streaming mode](https://huggingface.co/blog/audio-datasets#streaming-mode-the-silver-bullet).
+Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire 
+dataset to disk:
+
+```python
+from datasets import load_dataset
+
+dataset = load_dataset("distil-whisper/peoples_speech-clean", "clean", streaming=True)
+# take the first sample of the validation set
+sample = next(iter(dataset["validation"]))
+```
+
+## Distil Whisper Usage
+
+To use this dataset to reproduce a Distil Whisper training run, refer to the instructions on the 
+[Distil Whisper repository](https://github.com/huggingface/distil-whisper#training).
+
+## License
+
+This dataset is licensed under 
+