Add image classification notebook (#15667)

Co-authored-by: Niels Rogge <nielsrogge@Nielss-MacBook-Pro.local>

examples/pytorch/README.md

@@ -43,6 +43,7 @@ Coming soon!
 | [**`speech-recognition`**](https://github.com/huggingface/transformers/tree/master/examples/pytorch/speech-recognition) | TIMIT | ✅ | - |✅ | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/speech_recognition.ipynb)
 | [**`multi-lingual speech-recognition`**](https://github.com/huggingface/transformers/tree/master/examples/pytorch/speech-recognition) | Common Voice | ✅ | - |✅ | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/multi_lingual_speech_recognition.ipynb)
 | [**`audio-classification`**](https://github.com/huggingface/transformers/tree/master/examples/pytorch/audio-classification) | SUPERB KS | ✅ | - |✅ | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/audio_classification.ipynb)
+| [**`image-classification`**](https://github.com/huggingface/notebooks/blob/master/examples/image_classification.ipynb) | CIFAR-10 | ✅ | - |✅ | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/image_classification.ipynb)
 
 
 ## Running quick tests

notebooks/README.md

@@ -60,6 +60,7 @@ You can open any page of the documentation as a notebook in colab (there is a bu
 | [How to export model to ONNX](https://github.com/huggingface/notebooks/blob/master/examples/onnx-export.ipynb)| Highlight how to export and run inference workloads through ONNX |
 | [How to use Benchmarks](https://github.com/huggingface/notebooks/blob/master/examples/benchmark.ipynb)| How to benchmark models with transformers | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/benchmark.ipynb)| [![Open in AWS Studio](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/huggingface/notebooks/blob/master/examples/benchmark.ipynb)| 
 | [Reformer](https://github.com/huggingface/blog/blob/master/notebooks/03_reformer.ipynb)| How Reformer pushes the limits of language modeling | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/patrickvonplaten/blog/blob/master/notebooks/03_reformer.ipynb)| [![Open in AWS Studio](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/patrickvonplaten/blog/blob/master/notebooks/03_reformer.ipynb)| 
+| [How to fine-tune a model on image classification](https://github.com/huggingface/notebooks/blob/master/examples/image_classification.ipynb) | Show how to preprocess the data and fine-tune any pretrained Vision model on Image Classification | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/huggingface/notebooks/blob/master/examples/image_classification.ipynb)| [![Open in AWS Studio](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/huggingface/notebooks/blob/master/examples/image_classification.ipynb)| 
 
 ### TensorFlow Examples