├── README.md
├── app.py
├── model.ipynb
├── static
    └── styles.css
└── templates
    └── index.html


/README.md:
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 1 | # UPI-Fraud-Detection-Using-Machine-Learning
 2 | 
 3 | UPI Fraud Detection Using Machine Learning Project with Source Code and documents
 4 | 
 5 | ![7ZRhgW-yS-Cnjkvf8O0y0g](https://github.com/user-attachments/assets/90c393dc-49d6-4461-a729-763006292580)
 6 | 
 7 | 
 8 | ### Youtube Video : https://youtu.be/uzVdxlG1gIY?si=7-L7cad6Swb51qOx
 9 | 
10 | ### Abstract:
11 | 
12 | This project presents a full-stack web application designed for the detection of UPI (Unified Payments Interface) fraud using advanced analytical techniques. The system leverages historical transaction data to identify patterns and anomalies indicative of fraudulent activities. The application is equipped with a user-friendly interface, allowing users to input transaction details and receive real-time fraud assessments. By employing a robust backend framework and a responsive frontend, the application ensures seamless interaction and effective data management. Additionally, the project emphasizes data security and user privacy, adhering to best practices in web development. The outcome is a comprehensive solution that enhances the integrity of digital transactions and provides users with confidence in their financial activities.
13 | 
14 | ### More Machine Learning Projects : https://youtube.com/playlist?list=PL5g-9zkOohaGxmuncTm_PF8B7LCwikSPg&si=963yxU_7K8zZJR88
15 | 
16 | ### Need Code, Documents & Explanation video ? 
17 | 
18 | ## How to Reach me :
19 | 
20 | ### Mail : vatshayan007@gmail.com 
21 | 
22 | ### WhatsApp: **+91 9310631437** (Helping 24*7) **[CHAT](https://wa.me/message/CHWN2AHCPMAZK1)** 
23 | 
24 | ### Website : https://www.finalproject.in/
25 | 
26 | ### 1000 Computer Science Projects : https://www.computer-science-project.in/
27 | 
28 | Mail/Message me for Projects Help 🙏🏻
29 | 
30 | ### Contact me for any kind of help on projects.
31 | 
32 | ### Youtube Video : https://youtu.be/uzVdxlG1gIY?si=7-L7cad6Swb51qOx
33 | 
34 | 


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/app.py:
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 1 | # app.py
 2 | from flask import Flask, render_template
 3 | 
 4 | app = Flask(__name__)
 5 | 
 6 | @app.route('/')
 7 | def home():
 8 |     return render_template('index.html')
 9 | 
10 | if __name__ == '__main__':
11 |     app.run(debug=True)
12 | 


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/model.ipynb:
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 1 | {
 2 |  "cells": [
 3 |   {
 4 |    "cell_type": "markdown",
 5 |    "metadata": {},
 6 |    "source": [
 7 |     "### Contact Details:\n",
 8 |     "- **Mail:** `vatshayan007@gmail.com`\n",
 9 |     "- **Website:** [finalproject.in](https://www.finalproject.in/)\n",
10 |     "- **YouTube:** [Computer Science Project](https://www.youtube.com/@computerscienceproject)\n"
11 |    ]
12 |   },
13 |   {
14 |    "cell_type": "code",
15 |    "execution_count": 9,
16 |    "metadata": {},
17 |    "outputs": [
18 |     {
19 |      "name": "stdout",
20 |      "output_type": "stream",
21 |      "text": [
22 |       "Contact Details:\n",
23 |       "Contact for Project files such as Code & Documents:\n",
24 |       "- Mail: `vatshayan007@gmail.com`\n",
25 |       "- Website: [finalproject.in](https://www.finalproject.in/)\n",
26 |       "- YouTube: [Computer Science Project](https://www.youtube.com/@computerscienceproject)\n"
27 |      ]
28 |     }
29 |    ],
30 |    "source": [
31 |     "\n",
32 |     "def display_contact_details():\n",
33 |     "    print(\"Contact Details:\")\n",
34 |     "    print(\"Contact for Project files such as Code & Documents:\")\n",
35 |     "    print(\"- Mail: `vatshayan007@gmail.com`\")\n",
36 |     "    print(\"- Website: [finalproject.in](https://www.finalproject.in/)\")\n",
37 |     "    print(\"- YouTube: [Computer Science Project](https://www.youtube.com/@computerscienceproject)\")\n",
38 |     "\n",
39 |     "if __name__ == \"__main__\":\n",
40 |     "    display_contact_details()\n"
41 |    ]
42 |   }
43 |  ],
44 |  "metadata": {
45 |   "kernelspec": {
46 |    "display_name": "Python 3",
47 |    "language": "python",
48 |    "name": "python3"
49 |   },
50 |   "language_info": {
51 |    "codemirror_mode": {
52 |     "name": "ipython",
53 |     "version": 3
54 |    },
55 |    "file_extension": ".py",
56 |    "mimetype": "text/x-python",
57 |    "name": "python",
58 |    "nbconvert_exporter": "python",
59 |    "pygments_lexer": "ipython3",
60 |    "version": "3.11.3"
61 |   }
62 |  },
63 |  "nbformat": 4,
64 |  "nbformat_minor": 2
65 | }
66 | 


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/static/styles.css:
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 1 | /* static/styles.css */
 2 | body {
 3 |     font-family: Arial, sans-serif;
 4 |     background-color: #f0f0f0;
 5 |     margin: 0;
 6 |     padding: 0;
 7 | }
 8 | 
 9 | .container {
10 |     text-align: center;
11 |     margin-top: 15%;
12 | }
13 | 
14 | h1 {
15 |     font-size: 2.5em;
16 |     color: #333;
17 | }
18 | 
19 | h1 span {
20 |     color: #007BFF;
21 | }
22 | 
23 | h2 a {
24 |     text-decoration: none;
25 |     color: #28a745;
26 | }
27 | 
28 | h2 a:hover {
29 |     color: #1c7430;
30 | }
31 | 


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/templates/index.html:
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 1 | <!-- templates/index.html -->
 2 | <!DOCTYPE html>
 3 | <html lang="en">
 4 | <head>
 5 |     <meta charset="UTF-8">
 6 |     <title>Contact Information</title>
 7 |     <link rel="stylesheet" href="{{ url_for('static', filename='styles.css') }}">
 8 | </head>
 9 | <body>
10 |     <div class="container">
11 |         <h1>Contact <span>Great Now Contact US!</span></h1>
12 |         <h1>Contact <span>vatshayan007@gmail.com</span></h1>
13 |         <h2>Website: <a href="https://www.finalproject.in/" target="_blank">finalproject.in</a></h2>
14 |         <h2>YouTube: <a href="https://www.youtube.com/@computerscienceproject" target="_blank">Computer Science Project</a></h2>
15 |         <p class="description">
16 |             Vatshayan is the Project Developer and Owner. Contact for project files, including code, documentation, and tutorial videos.
17 |         </p>
18 |     </div>
19 | </body>
20 | </html>
21 | 


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