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README.md

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+<div align="center">
+
+<a href="https://geflex.ai"><picture>
+
+<!-- <source media="(prefers-color-scheme: dark)" srcset="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20logo%20white%20text.png">
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+</picture></a> -->
+
+<a href="https://colab.research.google.com/drive/1nSFRjrHpbz372h7W-2G7jmTuh_Dhiv9x?authuser=2#scrollTo=RiXPwLmHBOCV"><img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/start free finetune button.png" height="48"></a>
+<a href="https://getflexai.slack.com/"><img src="https://camo.githubusercontent.com/f37ad221182fdeaf33cdb835972fe8826ff503d779821c3533d820cf3630f79d/68747470733a2f2f636c6f7564626572727964622e6f72672f6173736574732f696d616765732f736c61636b5f627574746f6e2d37363130663963353164383230303961643931326164656431323463326438382e737667" height="48"></a>
+<a href="https://app.apollo.io/#/meet/ariel/30-min"><img src="  ://raw.githubusercontent.com/unslothai/unsloth/main/images/buy me a coffee button.png" height="48"></a>
+
+### Finetune Llama 3.2, Mistral, Phi-3.5 & Gemma 2-5x faster with 80% less memory!
+
+![](https://i.ibb.co/sJ7RhGG/image-41.png)
+
+</div>
+
 # FlexAI
 
 A platform that simplifies fine-tuning and inference for 60+ open-source LLMs through a single API interface. FlexAI enables serverless deployment, reducing setup time by up to 70%.
 
-## Key Features
+## ⭐ Key Features
 
 - Serverless fine-tuning and inference
 - Live time and cost estimations
@@ -12,13 +31,26 @@ A platform that simplifies fine-tuning and inference for 60+ open-source LLMs th
 - OpenAI-compatible Endpoints API
 - Interactive Playground
 
-## Installation
+## ✨ Get Started
+
+1. Sign up at [app.getflex.ai](https://app.getflex.ai)
+2. Get your API key from Settings -> API Keys
+3. Start with our [documentation](https://docs.getflex.ai)
+
+## 📚 Full Google Colab Example
+
+[One Notebook to fine tune all LLMs](https://colab.research.google.com/drive/1nSFRjrHpbz372h7W-2G7jmTuh_Dhiv9x?authuser=2#scrollTo=RiXPwLmHBOCV)
+
+## 💾 Installation
+
+You dont need to install, no CUDA, no NVIDIA drivers, no setup. Our lightweight library is only an API wrapper to FlexAI serverless GPUs.
+You can work from any operating system, including Windows, MacOS, and Linux.
 
 ```bash
 pip install flex_ai openai
 ```
 
-## Quick Start
+## 🦥 Quick Start
 
 ```python
 from flex_ai import FlexAI
@@ -33,6 +65,7 @@ dataset = client.create_dataset("Dataset Name", "train.jsonl", "eval.jsonl")
 task = client.create_finetune(
     name="My Task",
     dataset_id=dataset["id"],
+    # You can choose from 60+ models, Full list [here](https://docs.getflex.ai/core-concepts/models)
     model="meta-llama/Llama-3.2-3B-Instruct",
     n_epochs=10,
     train_with_lora=True,
@@ -51,7 +84,7 @@ endpoint = client.create_multi_lora_endpoint(
 )
 ```
 
-## Using Your Fine-tuned Model
+## 🥇 Using Your Fine-tuned Model
 
 ```python
 from openai import OpenAI
@@ -68,14 +101,11 @@ completion = client.completions.create(
 )
 ```
 
-## Get Started
-
-1. Sign up at [app.getflex.ai](https://app.getflex.ai)
-2. Get your API key from Settings -> API Keys
-3. Start with our [documentation](https://docs.getflex.ai)
-
-## Resources
+## 🔗 Links and Resources
 
-- [Documentation](https://docs.getflex.ai)
-- [Platform](https://getflex.ai)
-- [API Reference](https://docs.getflex.ai/api-reference)
+| Type                                                                                                                        | Links                                                                                           |
+| --------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------- |
+| 📚 **Documentation & Wiki**                                                                                                 | [Read Our Docs](https://docs.getflex.ai)                                                        |
+| <img height="14" src="https://upload.wikimedia.org/wikipedia/commons/6/6f/Logo_of_Twitter.svg" />&nbsp; **Twitter (aka X)** | [Follow us on X](https://x.com/getflex_ai)                                                      |
+| 💾 **Installation**                                                                                                         | [getflex/README.md](https://github.com//getflexai/flex_ai/tree/main#-installation-instructions) |
+| 🌐 **Supported Models**                                                                                                     | [FlexAI Models](https://docs.getflex.ai/core-concepts/models)                                   |