├── Solution-Approach.pdf ├── credit_card_fraud_detection_code.pdf ├── requirements.txt ├── Credit Card Fraudelent - XGBoost (SMOTE + ADASYN).pdf ├── LICENSE ├── README.MD └── .gitignore /Solution-Approach.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yashksaini-coder/Credit-Card-Fraud-Detection-Project/HEAD/Solution-Approach.pdf -------------------------------------------------------------------------------- /credit_card_fraud_detection_code.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yashksaini-coder/Credit-Card-Fraud-Detection-Project/HEAD/credit_card_fraud_detection_code.pdf -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | pandas==1.3.3 2 | numpy==1.21.2 3 | matplotlib==3.4.3 4 | seaborn==0.11.2 5 | scikit-learn==0.24.2 6 | tensorflow==2.6.0 7 | keras==2.6.0 8 | -------------------------------------------------------------------------------- /Credit Card Fraudelent - XGBoost (SMOTE + ADASYN).pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/yashksaini-coder/Credit-Card-Fraud-Detection-Project/HEAD/Credit Card Fraudelent - XGBoost (SMOTE + ADASYN).pdf -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2023 Pınar 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.MD: -------------------------------------------------------------------------------- 1 | 2 |
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4 | 5 | 6 | 7 |

Credit Card Fraud Detection

8 | 9 |

10 | A comprehensive project utilizing data science and machine learning to detect credit card fraud. 11 |
12 | Explore the docs » 13 |
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15 | View Demo 16 | · 17 | Report Bug 18 | · 19 | Request Feature 20 |

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22 | 23 | ## 🚀 About The Project 24 | 25 | [![Product Name Screen Shot][product-screenshot]](https://example.com) 26 | 27 | This project aims to utilize data science and machine learning techniques to identify instances of credit card fraud. By examining various features and patterns within the dataset, the goal is to accurately distinguish fraudulent transactions from genuine ones. 28 | 29 | ## ⚙️ Built With 30 | 31 | - [Python](https://www.python.org/) 32 | - [Pandas](https://pandas.pydata.org/) 33 | - [NumPy](https://numpy.org/) 34 | - [Matplotlib](https://matplotlib.org/) 35 | - [Seaborn](https://seaborn.pydata.org/) 36 | 37 | ## 🏁 Getting Started 38 | 39 | To get a local copy up and running, follow these simple steps. 40 | 41 | ### Prerequisites 42 | 43 | This is an example of how to list things you need to use the software and how to install them. 44 | 45 | - Python 3.6+ 46 | - Jupyter Notebook 47 | - etc. 48 | 49 | ### Installation 50 | 51 | 1. Clone the repo 52 | ```sh 53 | git clone https://github.com/ThecoderPinar/Credit-Card-Fraud-Detection-Project.git 54 | 2. Install required packages 55 | ```sh 56 | pip install -r requirements.txt 57 | 58 | ### Usage 59 | Use this space to show useful examples of how a project can be used. Additional screenshots, code examples, and demos work well in this space. You may also link to more resources. 60 | 61 | For more examples, please refer to the Documentation 62 | 63 | ### Roadmap 64 | See the open issues for a list of proposed features (and known issues). 65 | 66 | ### Contributing 67 | Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are greatly appreciated. 68 | 69 | 1. Fork the Project 70 | 2. Create your Feature Branch (git checkout -b feature/AmazingFeature) 71 | 3. Commit your Changes (git commit -m 'Add some AmazingFeature') 72 | 4. Push to the Branch (git push origin feature/AmazingFeature) 73 | 5. Open a Pull Request 74 | 75 | 76 | ### License 77 | Distributed under the MIT License. See LICENSE for more information. 78 | 79 | 80 | ### Contact 81 | Your Name - piinartp@gmail.com 82 | 83 | Project Link: https://github.com/ThecoderPinar/Credit-Card-Fraud-Detection-Project -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py,cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | .pybuilder/ 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | # For a library or package, you might want to ignore these files since the code is 87 | # intended to run in multiple environments; otherwise, check them in: 88 | # .python-version 89 | 90 | # pipenv 91 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 92 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 93 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 94 | # install all needed dependencies. 95 | #Pipfile.lock 96 | 97 | # poetry 98 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 99 | # This is especially recommended for binary packages to ensure reproducibility, and is more 100 | # commonly ignored for libraries. 101 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 102 | #poetry.lock 103 | 104 | # pdm 105 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. 106 | #pdm.lock 107 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it 108 | # in version control. 109 | # https://pdm.fming.dev/#use-with-ide 110 | .pdm.toml 111 | 112 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm 113 | __pypackages__/ 114 | 115 | # Celery stuff 116 | celerybeat-schedule 117 | celerybeat.pid 118 | 119 | # SageMath parsed files 120 | *.sage.py 121 | 122 | # Environments 123 | .env 124 | .venv 125 | env/ 126 | venv/ 127 | ENV/ 128 | env.bak/ 129 | venv.bak/ 130 | 131 | # Spyder project settings 132 | .spyderproject 133 | .spyproject 134 | 135 | # Rope project settings 136 | .ropeproject 137 | 138 | # mkdocs documentation 139 | /site 140 | 141 | # mypy 142 | .mypy_cache/ 143 | .dmypy.json 144 | dmypy.json 145 | 146 | # Pyre type checker 147 | .pyre/ 148 | 149 | # pytype static type analyzer 150 | .pytype/ 151 | 152 | # Cython debug symbols 153 | cython_debug/ 154 | 155 | # PyCharm 156 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can 157 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 158 | # and can be added to the global gitignore or merged into this file. For a more nuclear 159 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 160 | #.idea/ 161 | --------------------------------------------------------------------------------