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Object Detection & Semantic Segmentation #136

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98 changes: 53 additions & 45 deletions README.md

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30 changes: 17 additions & 13 deletions TUTORIALS.md
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# Tutorials: Notebooks 📔

We propose here several tutorials to discover the different functionnalities that the library has to offer.
We propose here several tutorials to discover the different functionalities that the library has to offer.

We decided to host those tutorials on [Google Colab](https://colab.research.google.com/notebooks/intro.ipynb?utm_source=scs-index)
mainly because you will be able to play the notebooks with a GPU which should greatly improve your User eXperience.

Here is the lists of the availables tutorial for now:
Here is the lists of the available tutorial for now:

## Getting Started

| **Tutorial Name** | Notebook |
| :-------------------------- | :----------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| Getting Started | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1XproaVxXjO9nrBSyyy7BuKJ1vy21iHs2) |
| **Tutorial Name** | Notebook |
| :------------------------------ | :----------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| Getting Started | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1XproaVxXjO9nrBSyyy7BuKJ1vy21iHs2) |
| Sanity checks for Saliency Maps | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1uJOmAg6RjlOIJj6SWN9sYRamBdHAuyaS) |
| Tabular data and Regression | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1XproaVxXjO9nrBSyyy7BuKJ1vy21iHs2) |
| Metrics | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1WEpVpFSq-oL1Ejugr8Ojb3tcbqXIOPBg) |
| Concept Activation Vectors | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1iuEz46ZjgG97vTBH8p-vod3y14UETvVE) |
| Feature Visualization | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1st43K9AH-UL4eZM1S4QdyrOi7Epa5K8v) |
| Tabular data and Regression | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1pjDJmAa9oeSquYtbYh6tksU6eTmObIcq) |
| Object detection | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1X3Yq7BduMKqTA0XEheoVIpOo3IvOrzWL) |
| Semantic Segmentation | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1AHg7KO1fCOX5nZLGZfxkZ2-DLPPdSfbX) |
| Metrics | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1WEpVpFSq-oL1Ejugr8Ojb3tcbqXIOPBg) |
| Concept Activation Vectors | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1iuEz46ZjgG97vTBH8p-vod3y14UETvVE) |
| Feature Visualization | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1st43K9AH-UL4eZM1S4QdyrOi7Epa5K8v) |


## Attributions
Expand Down Expand Up @@ -52,10 +54,12 @@ Here is the lists of the availables tutorial for now:

## PyTorch Wrapper

| **Tutorial Name** | Notebook |
| :-------------------------- | :----------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| PyTorch's model: Getting started | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1bMlO29_0K3YnTQBbbyKQyRfo8YjvDbhe) |
| Metrics: With Pytorch's model| [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/16bEmYXzLEkUWLRInPU17QsodAIbjdhGP) |
| **Tutorial Name** | Notebook |
| :------------------------------------- | :-----------------------------------------------------------------------------------------------------------------------------------------------------: |
| PyTorch models: Getting started | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1bMlO29_0K3YnTQBbbyKQyRfo8YjvDbhe) |
| Metrics: With PyTorch models | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/16bEmYXzLEkUWLRInPU17QsodAIbjdhGP) |
| Object detection on PyTorch model | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1X3Yq7BduMKqTA0XEheoVIpOo3IvOrzWL) |
| Semantic Segmentation on PyTorch model | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1AHg7KO1fCOX5nZLGZfxkZ2-DLPPdSfbX) |


## Concepts extraction
Expand Down
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