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 # 🌊 Kaggle Tutorial 🚢
-Kick-off repository for starting with Kaggle prepared by `Świta Znachora` for WAVE 3 Workshops!
+> Welcome to the **Kaggle Titanic Tutorial**! This repository is designed as a starter guide for Kaggle competitions, created by **Świta Znachora** for WAVE 3 Workshops. 🚀
 
+The Titanic Competition is a great way to start with Kaggle and machine learning. Your goal is to predict which passengers survived the Titanic tragedy based on various attributes such as age, class, and gender.
+
+Helpful links:
 - [How to Use Kaggle](https://www.kaggle.com/docs/api#getting-started-installation-&-authentication) - official guide
   how to use Kaggle via API.
 - [Titanic Competition](https://www.kaggle.com/competitions/titanic/overview/evaluation)
 
-Download the dataset using the following commands:
+### 📋 Prerequisites
+
+**Kaggle Account**: Make sure you have a Kaggle account. Sign up [here](https://www.kaggle.com/account/login) if you don’t already have one.
+
+**Kaggle API Token**: 
+- Go to [Account Settings](https://www.kaggle.com/account).
+- Scroll to "API" and click "Create New API Token."
+- Save the `kaggle.json` file in the folder: `~/.kaggle/`.
+
+**Install Poetry**:
+Poetry is used to manage dependencies. Follow the installation instructions [here](https://python-poetry.org/docs/).
+
+### ⭐ Repository Setup
+
+**Star and Fork the Repository**:  
+- Click the "Star" button at the top of this repository. 🌟  
+- Click the "Fork" button to create your own copy of the repository.  
+
+**Clone Your Fork**:
+ Once you've forked the repository, clone it to your local machine:
+ ```shell
+ git clone https://github.com/knsiczarnamagia/kaggle-tutorial.git
+````
+Install dependencies
+```shell
+make install 
+```
+### 🚀 Using the Repository
+Download the Titanic Dataset
+Run the following command to download and prepare the dataset:
+```shell
+make kaggle-download
+```
+Submit Your Solution
+Once you've prepared your solution (e.g., edited gender_submission.csv), you can submit it to Kaggle:
 ```shell
-kaggle competitions download -c titanic
-mkdir -p ./data/titanic
-unzip titanic.zip -d ./data/titanic
-rm titanic.zip
+make kaggle-submit
 ```
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