doc: Added Readme for cookbooks and updated the Colab links (#550)

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> [!IMPORTANT]
> Add `README.md` to `cookbooks` with Jupyter notebook overview and
Colab links.
> 
>   - **Documentation**:
>     - Adds `README.md` to `cookbooks` directory.
>     - Provides an overview of Jupyter notebooks for AI tasks.
> - Includes Colab links for each notebook:
`01-Website_Crawler_using_Spider.ipynb`,
`02-Sarcastic_News_Headline_Generator.ipynb`,
`03-SmartResearcher_With_WebSearch.ipynb`,
`04-TripPlanner_With_Weather_And_WikiInfo.ipynb`.
>     - Contact information and contribution guidelines included.
> 
> <sup>This description was created by </sup>[<img alt="Ellipsis"
src="https://img.shields.io/badge/Ellipsis-blue?color=175173">](https://www.ellipsis.dev?ref=julep-ai%2Fjulep&utm_source=github&utm_medium=referral)<sup>
for a1ad58e. It will automatically
update as commits are pushed.</sup>

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---------

Signed-off-by: Diwank Singh Tomer <[email protected]>
Co-authored-by: Diwank Singh Tomer <[email protected]>

cookbooks/01-Website_Crawler_using_Spider.ipynb

@@ -30,11 +30,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Implementation\n",
+    "## Implementation\n",
     "\n",
     "To recreate the notebook and see the code implementation for this task, you can access the Google Colab notebook using the link below:\n",
     "\n",
-    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/f/dev/cookbooks/01_Cookbook.ipynb\">\n",
+    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/01-Website_Crawler_using_Spider.ipynb\">\n",
     "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
     "</a>\n",
     "\n",

cookbooks/02-Sarcastic_News_Headline_Generator.ipynb

@@ -60,7 +60,7 @@
     "\n",
     "To recreate the notebook and see the code implementation for this task, you can access the Google Colab notebook using the link below:\n",
     "\n",
-    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/f/dev/cookbooks/02-Sarcastic_News_Headline_Generator.ipynb\">\n",
+    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/02-Sarcastic_News_Headline_Generator.ipynb\">\n",
     "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
     "</a>\n",
     "\n",

cookbooks/03-SmartResearcher_With_WebSearch.ipynb

@@ -73,7 +73,7 @@
     "\n",
     "To recreate the notebook and see the code implementation for this task, you can access the Google Colab notebook using the link below:\n",
     "\n",
-    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/f/dev/cookbooks/03-SmartResearcher_With_WebSearch.ipynb\">\n",
+    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/03-SmartResearcher_With_WebSearch.ipynb\">\n",
     "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
     "</a>\n",
     "\n",

cookbooks/04-TripPlanner_With_Weather_And_WikiInfo.ipynb

@@ -80,7 +80,7 @@
     "\n",
     "To recreate the notebook and see the code implementation for this task, you can access the Google Colab notebook using the link below:\n",
     "\n",
-    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/f/dev/cookbooks/04_04-TripPlanner_With_Weather_And_WikiInfo.ipynb\">\n",
+    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/04-TripPlanner_With_Weather_And_WikiInfo.ipynb\">\n",
     "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
     "</a>\n",
     "\n",

cookbooks/README.md

@@ -0,0 +1,29 @@
+<div align="center">
+    <img src="https://socialify.git.ci/julep-ai/julep/image?description=1&descriptionEditable=Build%20AI%20agents%20and%20workflows%20with%20a%20simple%20API&font=Source%20Code%20Pro&logo=https%3A%2F%2Fraw.githubusercontent.com%2Fjulep-ai%2Fjulep%2Fdev%2F.github%2Fjulep-logo.svg&owner=1&pattern=Solid&stargazers=1&theme=Auto" alt="julep" width="640" height="320" />
+</div>
+
+# Julep AI - Notebook Overview
+
+Welcome to the **Julep AI Notebook Collection**! This directory contains a set of Jupyter notebooks designed for a variety of AI and automation tasks.
+
+Each notebook explores a unique use case, ranging from web crawling to running complex workflows using AI Agents.
+
+Below is a quick overview of the notebooks, their purpose, and a link to run each of them on Google Colab.
+
+| **Notebook Name**                                | **Colab Link**                                                              | **Description**                                                    |
+|------------------------------------------------- |---------------------------------------------------------------------------- |--------------------------------------------------------------------|
+| `01-Website_Crawler_using_Spider.ipynb`          | [Colab Link](https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/01-Website_Crawler_using_Spider.ipynb)           | Implements a web crawler using a spider to extract website content. |
+| `02-Sarcastic_News_Headline_Generator.ipynb`     | [Colab Link](https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/02-Sarcastic_News_Headline_Generator.ipynb)           | Generates sarcastic news headlines using a Brave Search Tool.  |
+| `03-SmartResearcher_With_WebSearch.ipynb`        | [Colab Link](https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/03-SmartResearcher_With_WebSearch.ipynb)           | Searches and aggregates web information for research purposes using Brave Search.     |
+| `04-TripPlanner_With_Weather_And_WikiInfo.ipynb` | [Colab Link](https://colab.research.google.com/github/julep-ai/julep/blob/dev/cookbooks/04-TripPlanner_With_Weather_And_WikiInfo.ipynb)           | Plans trips using weather data and Wikipedia information.          |
+
+### Additional Information
+
+For more details about the task or if you have any questions, please don't hesitate to contact the author:
+
+**Author:** Julep AI  
+**Contact:** [[email protected]](mailto:[email protected]) or <a href="https://discord.com/invite/JTSBGRZrzj" rel="dofollow">Discord</a>
+
+---
+
+If you have feedback or would like to contribute to the notebooks, feel free to open an issue(s) in the [repository](https://github.com/julep-ai/julep).