Fraud Detection Using Machine Learning – Full Python Data Science Project (94% Accuracy)
Learn how to build a powerful fraud detection system using machine learning in this full Python data science project! In this step-by-step tutorial, we dive into the techniques that achieved an impressive 94% accuracy in detecting fraudulent transactions. You’ll explore essential machine learning concepts, including data preprocessing, feature engineering, model selection, and evaluation. By the end of this project, you’ll have a strong understanding of how to implement and optimize a fraud detection model in Python using popular libraries like Pandas, Scikit-learn, and Matplotlib. Whether you're a beginner or experienced data scientist, this project will enhance your skills and provide valuable insights into real-world applications of machine learning.
Dataset: https://www.kaggle.com/datasets/amanalisiddiqui/fraud-detection-dataset?resource=download
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Data Science Full Courses & Projects: https://youtube.com/playlist?list=PLTsu3dft3CWiow7L7WrCd27ohlra_5PGH&si=aPLdKzzm6d3STiVw
Machine Learning Tutorials (Python Scikit-learn): https://youtube.com/playlist?list=PLTsu3dft3CWhSJh3x5T6jqPWTTg2i6jp1&si=wUQEzzLtGCQMofP5
AI Tutorials (LLMs, LangChain and OpenAI): https://youtube.com/playlist?list=PLTsu3dft3CWhAAPowINZa5cMZ5elpfrxW&si=eB977ZjQ9P6Tg-zY
Data Analysis Tutorials (Python Pandas): https://youtube.com/playlist?list=PLTsu3dft3CWhwPJcaAc-k6a8vAqBx2_0t&si=c-xOry-7zyTxc2VJ
Data Science Interview Exercises (Questions & Answers): https://youtube.com/playlist?list=PLTsu3dft3CWhXwqyqlHvAuaiIuZ1NHS2P&si=-SZJIS9xxnClX9Xg
Data Science & Machine Learning Projects: https://youtube.com/playlist?list=PLTsu3dft3CWg69zbIVUQtFSRx_UV80OOg&si=_iZwYDowXBUE5I-9
Python Time Seires Analysis: https://youtube.com/playlist?list=PLTsu3dft3CWibrBga4nKVEl5NELXnZ402&si=Y28xzOF25F_aR37f
Natural Language Processing (NLP): https://youtube.com/playlist?list=PLTsu3dft3CWjYPJi5RCCVAF6DxE28LoKD&si=2-gVxeZ-SxniCNMf
Deep Learning with PyTorch: https://youtube.com/playlist?list=PLTsu3dft3CWghrjn4PmFZlxVBileBpMjj&si=ERBNHuuI7BPNx_EF
Check my Data Science courses from here: https://www.onurbaltaci.com/courses
Udemy Courses
Data Science Projects: https://www.udemy.com/course/data-science-projects-3/?referralCode=AEC736448BA104C3EC3F
Data Analysis Interview: https://www.udemy.com/course/data-analysis-interview/?referralCode=3270B750A08BE82F7994
Python for Data Analytics: https://www.udemy.com/course/python-for-data-analytics/?referralCode=0782B89299FFF7561184
Machine Learning with Python: https://www.udemy.com/course/python-machine-learning-course/?referralCode=09455A4817E14D6B83D8
Python Programming: https://www.udemy.com/course/python-basics-i/?referralCode=3C8A77721CCEA802B372
Time Series Analysis: https://www.udemy.com/course/python-for-time-series/?referralCode=439816EE7E65C91F1B55
Natural Language Processing (NLP): https://www.udemy.com/course/python-natural-language-processing/?referralCode=AFFEAA30617CA01E6819
I share Data Science content (short videos, articles and projects) on Instagram: https://www.instagram.com/datascience_101/
Some other videos I published:
Python Data Science Bootcamp (7+ Hours): https://www.youtube.com/watch?v=6gDLcTcePhM
Python PySpark Big Data Analytics Course: https://www.youtube.com/watch?v=jWZ9K1agm5Y&t=2009s
Python Polars Big Data Analytics Course: https://www.youtube.com/watch?v=aiHSMYvoqYE
Python Plotly Data Visualization Course: https://www.youtube.com/watch?v=W_qQTKupZpY
Python Data Analysis Project: https://www.youtube.com/watch?v=xuSx4jpsTz8
Python Machine Learning Project: https://www.youtube.com/watch?v=47EzTeIuHYo
Python Data Science Project: https://www.youtube.com/watch?v=9-IQJu-6vhw
MySQL Course: https://www.youtube.com/watch?v=3HX9rOQiKOs
Chapters:
00:00 Introduction
00:27 Dataset Card
02:43 Exploratory Data Analysis
23:07 Feature Engineering & Training a ML Model
33:42 Streamlit Web App
43:18 Outro
Join to the data discord server:
https://discord.gg/BaVm6Rt4h8
My website: https://www.onurbaltaci.com
Видео Fraud Detection Using Machine Learning – Full Python Data Science Project (94% Accuracy) канала Data Science with Onur
Dataset: https://www.kaggle.com/datasets/amanalisiddiqui/fraud-detection-dataset?resource=download
Thanks for watching my video. I share new Data Science videos weekly, you can subscribe for more videos like this.
You can check the channel playlists for more videos like this. Data Science YouTube Playlists:
Data Science Full Courses & Projects: https://youtube.com/playlist?list=PLTsu3dft3CWiow7L7WrCd27ohlra_5PGH&si=aPLdKzzm6d3STiVw
Machine Learning Tutorials (Python Scikit-learn): https://youtube.com/playlist?list=PLTsu3dft3CWhSJh3x5T6jqPWTTg2i6jp1&si=wUQEzzLtGCQMofP5
AI Tutorials (LLMs, LangChain and OpenAI): https://youtube.com/playlist?list=PLTsu3dft3CWhAAPowINZa5cMZ5elpfrxW&si=eB977ZjQ9P6Tg-zY
Data Analysis Tutorials (Python Pandas): https://youtube.com/playlist?list=PLTsu3dft3CWhwPJcaAc-k6a8vAqBx2_0t&si=c-xOry-7zyTxc2VJ
Data Science Interview Exercises (Questions & Answers): https://youtube.com/playlist?list=PLTsu3dft3CWhXwqyqlHvAuaiIuZ1NHS2P&si=-SZJIS9xxnClX9Xg
Data Science & Machine Learning Projects: https://youtube.com/playlist?list=PLTsu3dft3CWg69zbIVUQtFSRx_UV80OOg&si=_iZwYDowXBUE5I-9
Python Time Seires Analysis: https://youtube.com/playlist?list=PLTsu3dft3CWibrBga4nKVEl5NELXnZ402&si=Y28xzOF25F_aR37f
Natural Language Processing (NLP): https://youtube.com/playlist?list=PLTsu3dft3CWjYPJi5RCCVAF6DxE28LoKD&si=2-gVxeZ-SxniCNMf
Deep Learning with PyTorch: https://youtube.com/playlist?list=PLTsu3dft3CWghrjn4PmFZlxVBileBpMjj&si=ERBNHuuI7BPNx_EF
Check my Data Science courses from here: https://www.onurbaltaci.com/courses
Udemy Courses
Data Science Projects: https://www.udemy.com/course/data-science-projects-3/?referralCode=AEC736448BA104C3EC3F
Data Analysis Interview: https://www.udemy.com/course/data-analysis-interview/?referralCode=3270B750A08BE82F7994
Python for Data Analytics: https://www.udemy.com/course/python-for-data-analytics/?referralCode=0782B89299FFF7561184
Machine Learning with Python: https://www.udemy.com/course/python-machine-learning-course/?referralCode=09455A4817E14D6B83D8
Python Programming: https://www.udemy.com/course/python-basics-i/?referralCode=3C8A77721CCEA802B372
Time Series Analysis: https://www.udemy.com/course/python-for-time-series/?referralCode=439816EE7E65C91F1B55
Natural Language Processing (NLP): https://www.udemy.com/course/python-natural-language-processing/?referralCode=AFFEAA30617CA01E6819
I share Data Science content (short videos, articles and projects) on Instagram: https://www.instagram.com/datascience_101/
Some other videos I published:
Python Data Science Bootcamp (7+ Hours): https://www.youtube.com/watch?v=6gDLcTcePhM
Python PySpark Big Data Analytics Course: https://www.youtube.com/watch?v=jWZ9K1agm5Y&t=2009s
Python Polars Big Data Analytics Course: https://www.youtube.com/watch?v=aiHSMYvoqYE
Python Plotly Data Visualization Course: https://www.youtube.com/watch?v=W_qQTKupZpY
Python Data Analysis Project: https://www.youtube.com/watch?v=xuSx4jpsTz8
Python Machine Learning Project: https://www.youtube.com/watch?v=47EzTeIuHYo
Python Data Science Project: https://www.youtube.com/watch?v=9-IQJu-6vhw
MySQL Course: https://www.youtube.com/watch?v=3HX9rOQiKOs
Chapters:
00:00 Introduction
00:27 Dataset Card
02:43 Exploratory Data Analysis
23:07 Feature Engineering & Training a ML Model
33:42 Streamlit Web App
43:18 Outro
Join to the data discord server:
https://discord.gg/BaVm6Rt4h8
My website: https://www.onurbaltaci.com
Видео Fraud Detection Using Machine Learning – Full Python Data Science Project (94% Accuracy) канала Data Science with Onur
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21 апреля 2025 г. 19:00:06
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