Data Science Model Deployments and Cloud Computing on GCP - Overview - New Use Case

Data Science Model Deployments and Cloud Computing on GCP - Overview - New Use Case

Assessment

Interactive Video

Information Technology (IT), Architecture, Social Studies

University

Hard

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This video provides an overview of a fraud detection use case using Google App Engine. It discusses the input data set of anonymized credit card transactions stored in Big Query, with 30 input attributes and one output variable indicating fraud. The model development uses the Random Forest algorithm with Scikit-Learn, and the deployment is on Google App Engine's flexible environment. Key steps include data validation, model training, and serving predictions.

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2 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

What are the steps involved in handling the use case?

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the significance of input data validation in the model training process?

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