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Google

Fraud Detection on Financial Transactions with Machine Learning on Google Cloud

Google via Google Cloud Skills Boost

Overview

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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