Update README.md

README.md

@@ -19,7 +19,7 @@ pinned: false
 
 # 🌍 Join the Pruna AI community!
 [![Twitter](https://img.shields.io/twitter/follow/PrunaAI?style=social)](https://twitter.com/PrunaAI)
-[![GitHub](https://img.shields.io/github/followers/PrunaAI?label=Follow%20%40PrunaAI&style=social)](https://github.com/PrunaAI)
+[![GitHub](https://img.shields.io/github/stars/prunaai/pruna)](https://github.com/PrunaAI/pruna)
 [![LinkedIn](https://img.shields.io/badge/LinkedIn-Connect-blue)](https://www.linkedin.com/company/93832878/admin/feed/posts/?feedType=following)
 [![Discord](https://img.shields.io/badge/Discord-Join%20Us-blue?style=social&logo=discord)](https://discord.com/invite/rskEr4BZJx)
 [![Reddit](https://img.shields.io/reddit/subreddit-subscribers/PrunaAI?style=social)](https://www.reddit.com/r/PrunaAI/)
@@ -38,24 +38,24 @@ You can set it up in minutes and compress your first models in few lines of code
 ----
 
 # ⏩ How to get started?
-You can smash your own models by installing pruna with: 
+You can smash your own models by installing pruna with pip: 
 ```
 pip install pruna
 ```
+or directly [from source](https://github.com/PrunaAI/pruna).
+
 You can start with simple notebooks to experience efficiency gains with:
 
 | Use Case | Free Notebooks |
 |------------------------------------------------------------|----------------------------------------------------------------|
-| **3x Faster Stable Diffusion Models** | ⏩ [Smash for free](https://colab.research.google.com/drive/1BZm6NtCsF2mBV4UYlRlqpTIpTmQgR0iQ?usp=sharing) |
-| **Turbocharge Stable Diffusion Video Generation** | ⏩ [Smash for free](https://colab.research.google.com/drive/1m1wvGdXi-qND-2ys0zqAaMFZ9DbMd5jW?usp=sharing) |
-| **Making your LLMs 4x smaller** | ⏩ [Smash for free](https://colab.research.google.com/drive/1jQgwhmoPz80qRf5NdRJcY_pAr7Oj5Ftv?usp=sharing) |
-| **Blazingly fast Computer Vision Models** | ⏩ [Smash for free](https://colab.research.google.com/drive/1GkzxTQW-2yCKXc8omE6Sa4SxiETMi8yC?usp=sharing) |
-| **Smash your model with a CPU only** | ⏩ [Smash for free](https://colab.research.google.com/drive/19iLNVSgbx_IoCgduXPhqKq7rCoxegnZO?usp=sharing) |
-| **Transcribe 2 hours of audio in less than 2 minutes with Whisper** | ⏩ [Smash for free](https://colab.research.google.com/drive/1dc6fb8_GD8eshznthBSpGpRu4WPW7xuZ?usp=sharing) |
-| **100% faster Whisper Transcription** | ⏩ [Smash for free](https://colab.research.google.com/drive/1kCJ4-xmo7y8VS6smzaV0207A5rONHPXu?usp=sharing) |
-| **Flux generation in a heartbeat, literally** | ⏩ [Smash for free](https://colab.research.google.com/drive/18_iG0UXhD7OQR_CxSSsKFC8TLDsRw_9m?usp=sharing) |
-| **Run your Flux model without an A100** | ⏩ [Smash for free](https://colab.research.google.com/drive/1i1iSITNgiOpschV-Nu5mfX-effwYV9sn?usp=sharing) |
-
-For more details about installation and tutorials, you can check the [Pruna AI documentation](https://docs.pruna.ai/).
+| **3x Faster Stable Diffusion Models** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/sd_deepcache.ipynb) |
+| **Making your LLMs 4x smaller** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/llms.ipynb) |
+| **Smash your model with a CPU only** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/cv_cpu.ipynb) |
+| **Transcribe 2 hours of audio in less than 2 minutes with Whisper** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/asr_tutorial.ipynb) |
+| **100% faster Whisper Transcription** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/asr_whisper.ipynb) |
+| **Run your Flux model without an A100** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/flux_small.ipynb) |
+| **x2 smaller Sana in action** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/sana_diffusers_int8.ipynb) |
+
+For more details about installation, free tutorials and Pruna Pro tutorials, you can check the [Pruna AI documentation](https://docs.pruna.ai/).
 
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