├── 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:
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https://raw.githubusercontent.com/yashksaini-coder/Credit-Card-Fraud-Detection-Project/HEAD/Solution-Approach.pdf
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/credit_card_fraud_detection_code.pdf:
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https://raw.githubusercontent.com/yashksaini-coder/Credit-Card-Fraud-Detection-Project/HEAD/credit_card_fraud_detection_code.pdf
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/requirements.txt:
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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 |
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/Credit Card Fraudelent - XGBoost (SMOTE + ADASYN).pdf:
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https://raw.githubusercontent.com/yashksaini-coder/Credit-Card-Fraud-Detection-Project/HEAD/Credit Card Fraudelent - XGBoost (SMOTE + ADASYN).pdf
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/LICENSE:
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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 |
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/README.MD:
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1 |
2 |
3 |
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 |
14 |
15 | View Demo
16 | ·
17 | Report Bug
18 | ·
19 | Request Feature
20 |
21 |
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
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/.gitignore:
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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 |
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