Update README.md

README.md

@@ -8,7 +8,7 @@ pinned: false
 ---
 <!-- header start -->
 <!-- 200823 -->
-<a href="https://www.pruna.ai/" target="_blank" rel="noopener noreferrer">
+<a href="https://www.pruna.ai/?utm_source=huggingface&utm_medium=org_card&utm_campaign=hf_traffic" target="_blank" rel="noopener noreferrer">
     <img src="https://github.com/PrunaAI/pruna/raw/main/docs/assets/images/logo.png" 
          alt="PrunaAI" 
          style="width: 50%; min-width: 400px; display: block; margin: 0;">
@@ -17,32 +17,32 @@ 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/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/JFQmtFKCjd)
-[![Reddit](https://img.shields.io/reddit/subreddit-subscribers/PrunaAI?style=social)](https://www.reddit.com/r/PrunaAI/)
+## 🌍 Join the Pruna AI community!
+[![GitHub](https://img.shields.io/badge/GitHub-PrunaAI-9334E9?style=plastic&logo=github&logoColor=white)](https://github.com/PrunaAI/pruna) &nbsp;
+[![Twitter/X](https://img.shields.io/badge/Twitter%2FX-@PrunaAI-9334E9?style=plastic&logo=x&logoColor=white)](https://twitter.com/PrunaAI) &nbsp;
+[![LinkedIn](https://img.shields.io/badge/LinkedIn-PrunaAI-9334E9?style=plastic&logo=linkedin&logoColor=white)](https://www.linkedin.com/company/pruna-ai) &nbsp;
+[![Discord](https://img.shields.io/badge/Discord-Join%20Us-9334E9?style=plastic&logo=discord&logoColor=white)](https://discord.com/invite/JFQmtFKCjd)
 
 ----
 
-# 💜 Simply make AI models faster, cheaper, smaller, greener!
-[Pruna AI](https://www.pruna.ai/) makes AI models faster, cheaper, smaller, greener with the `pruna` package.
-- It supports **various models including CV, NLP, audio, graphs for predictive and generative AI**.
-- It supports **various hardware including GPU, CPU, Edge**.
-- It supports **various compression algortihms including quantization, pruning, distillation, caching, recovery, compilation** that can be **combined together**.
-- You can either **play on your own** with smash/compression configurations or **let the smashing/compressing agent** find the optimal configuration **[Pro]**.
+## 💜 Make AI models faster, cheaper, smaller, greener!
+[Pruna AI](https://www.pruna.ai/) makes AI models faster, cheaper, smaller, and greener with the `pruna` package.
+- It supports **various models, including CV, NLP, audio, and graphs for predictive and generative AI**.
+- It supports **various hardware, including GPU, CPU, Edge**.
+- It supports **various compression algorithms**, including quantization, pruning, distillation, caching, recovery, compilation, or factorization, among others.
+- You can **combine algorithms** to find the optimal configuration and smash/compress your model.
 - You can **evaluate reliable quality and efficiency metrics** of your base vs smashed/compressed models.
-You can set it up in minutes and compress your first models in few lines of code!
+
+**Set it up in minutes and compress your first models in a few lines of code!**
 
 ----
 
-# ⏩ How to get started?
-You can smash your own models by installing pruna with pip: 
-```
+## ⏩ How to get started?
+You can smash your own models by installing [pruna](https://github.com/PrunaAI/pruna) with pip:
+
+```py
 pip install pruna
 ```
-or directly [from source](https://github.com/PrunaAI/pruna).
 
 You can start with simple notebooks to experience efficiency gains with:
 
@@ -52,10 +52,44 @@ You can start with simple notebooks to experience efficiency gains with:
 | **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) |
+| **100% faster Whisper Transcription** | ⏩ [Smash for free](https://colab.research.google.com/github/PrunaAI/pruna/blob/main/docs/tutorials/asr_tutorial.ipynb) |
 | **Run your Flux model without an A100** | ⏩ [Smash for free](https://githubtocolab.com/PrunaAI/pruna/blob/1d68f74c132bd4045f2af55bb1e5c03bf2dde6a9/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/).
+For more details on installation and free tutorials, check the [Pruna AI documentation](https://docs.pruna.ai/).
 
 ----
+
+## ✨ Test our endpoints
+
+Want to use our optimized models right away? Try them [via our API](https://www.pruna.ai/all-models) for fast, easy access to Pruna-powered inference.
+
+<style>
+.model-button {
+  display: inline-flex;
+  flex-direction: row;
+  justify-content: center;
+  align-items: center;
+  gap: 8px;
+
+  padding: 8px 20px;
+  border: none;
+  border-radius: 8px;
+
+  background: #9334e9;
+  color: #ffffff;
+
+  font-size: 14px;
+  font-weight: 400;
+  line-height: 1;
+  text-decoration: none;
+  white-space: nowrap;
+  cursor: pointer;
+
+  box-sizing: border-box;
+  overflow: visible;
+  opacity: 1;
+}
+
+</style>
+<a href="https://dashboard.pruna.ai/login?utm_source=huggingface&utm_medium=org_card&utm_campaign=hf_traffic" class="model-button">Try our models</a>