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#### **  [  Development v1.0 ]**
# **Intrusion Detection System (IDS) Using Wireshark and Advanced Ensemble Learning Techniques**

[![Live](https://img.shields.io/badge/WebApp-Try%20Here-092E20?style=for-the-badge&logo=django)](https://ids.infinitydecoder.com)

[![GitHub](https://img.shields.io/badge/GitHub-visit_repository-indigo?style=for-the-badge&logo=github)](https://github.com/infinity-decoder/FYP)

## **📁 Project Info** <br>
Visit `/docs/project_documentation.md` For details.

## **🟢 Assignment files F24PROJECTA686A (BC210427835)**

| **Project File** | **Status** | **Details** |
|-----------------|------------|------------|
| **1️⃣ SRS** | ✅ **Completed** | (Submitied on  `08DEC2024`),(Stored at `/docs`). |
| **2️⃣ Design Document** | ✅ **Completed** | (Submitied on  `03MAR2025`),(Stored at `/docs`). |
| **3️⃣ Prototype Phase** | ✅ **Completed** | Submitied on  `18MAR2025`. |
| **4️⃣ Final Deliverable** | ✅ **Completed** | Submitied on  `9MAY2025`. |

## **🟢 Steps Taken for Django webapp**

| **Django app Development** | **Status** | **Details** |
|-----------------|------------|------------|
| **1️⃣ Project** | ✅ **Completed** | (Handled in `webapp/IDS_Project`). |
| **2️⃣ webapp** | ✅ **Completed** | (Handled in `webapp/IDS`). |
| **3️⃣ Front End** | ✅ **Completed** | structure files (Handled in `webapp/IDS/templates/IDS`) design files (Handled in `webapp/IDS/static/css`). |

## **🟢 Steps Implemented for ML models**
| **Prototype Step** | **Status** | **Details** |
|-----------------|------------|------------|
| **1️⃣ Capture Network Traffic & Convert to CSV** | ✅ **Completed** | Wireshark captures `.pcap` files, which are converted to `.csv` (Handled in `notebooks/pcap_to_csv.ipynb`), (`.pcap`stored at `data/raw`), (`csv` stored at `data/processed`)  |
| **2️⃣ Data Preprocessing** | ✅ **Completed** | Data cleaning, encoding, and normalization (Handled in `notebooks/data_preparation.ipynb`) |
| **3️⃣ Final Dataset Creation** | ✅ **Completed** | Structured dataset with normal/malicious labels stored at **`/FYP/data/datasets/final_dataset.csv`**. |
| **4️⃣ Model Training (TabNet, CatBoost, LightGBM, Stacking Ensemble)** | ✅ **Trained (v1.0)** | Each model trained separately (Handled in `notebooks/TabNet.ipynb`, `CatBoost.ipynb`, `LightGBM.ipynb`, `Stacking_ensemble.ipynb`). |
| **5️⃣ Model Evaluation (Metrics Calculation & Comparison)** | ✅ **Completed**  | Evaluation script implemented (Handled in `notebooks/evaluation_metrics.ipynb`). |

## **📁 Folder Schema**

[Project schema](folder_structure.txt)

![screenshot](https://raw.githubusercontent.com/infinity-decoder/FYP/main/image.png)

### ** Common Git Commands Used **
| Command | Description |
|---------|------------|
| `git status` | Check repo status (modified, staged, committed files) |
| `git add .` | Stage all changes |
| `git commit -m "message"` | Commit changes with a message |
| `git push origin main` | Push changes to GitHub |
| `git pull origin main` | Fetch and merge latest changes from GitHub |
| `git log --oneline` | Show commit history |

---

<h1 style="font-family: 'poppins'; font-weight: bold; color: Green;">👨‍💻Author: MAHBOOB ALAM</h1>

[![GitHub](https://img.shields.io/badge/GitHub-Profile-red?style=for-the-badge&logo=github)](https://github.com/infinity-decoder)  
[![Kaggle](https://img.shields.io/badge/Kaggle-Profile-orange?style=for-the-badge&logo=kaggle)](https://www.kaggle.com/infinitydecoder)  
[![LinkedIn](https://img.shields.io/badge/LinkedIn-Profile-yellow?style=for-the-badge&logo=linkedin)](https://pk.linkedin.com/in/infinitydecoder)  
[![Facebook](https://img.shields.io/badge/Facebook-Profile-green?style=for-the-badge&logo=facebook)](https://www.facebook.com/me.infinitydecoder)

[![Coursera](https://img.shields.io/badge/Coursera-Profile-blue?style=for-the-badge&logo=coursera)](https://www.coursera.org/learner/infinitydecoder)  
[![Website](https://img.shields.io/badge/Website-Visit-indigo?style=for-the-badge&logo=wordpress)](https://infinitydecoder.com/)  
[![Portfolio](https://img.shields.io/badge/Portfolio-Visit-violet?style=for-the-badge&logo=About.me)](https://profile.infinitydecoder.com/)  
[![Email](https://img.shields.io/badge/Email-Contact%20Me-black?style=for-the-badge&logo=gmail)](mailto:bc210427835mal@vu.edu.pk)

FYP

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FYP

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