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Fraud Detection on Financial Transactions with Machine Learning on Google Cloud

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Overview

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Explore financial transactions data for fraud analysis, apply feature engineering and machine learning techniques to detect fraudulent activities using BigQuery ML.

Syllabus

  • GSP774
  • Overview
  • Setup and requirements
  • Task 1. Download the data file for the lab
  • Task 2. Copy dataset to Cloud Storage
  • Task 3. Load data to BigQuery tables
  • Task 4. Explore and investigate the data with BigQuery
  • Task 5. Prepare your data
  • Task 6. Train an unsupervised model to detect dnomalies
  • Task 7. Train a supervised machine learning model
  • Task 8. Improve your model
  • Task 9. Evaluate your supervised machine learning models
  • Task 10. Predict fraudulent transactions on test data
  • Congratulations!

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