Udacity Machine Learning Fundamentals Nanodegree Project 4 Walkthrough











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A detailed walkthrough of Project 4 - Build an ML Workflow For Scones Unlimited On Amazon SageMaker • Contents: • 0:00 Introduction. • 1:04 Launch SageMaker Studio and Open Starter Code. • 1:39 Cifar-100 Dataset Web Page. • 2:33 Cifar-100 Dataset Downloaded Archive Examination. • 4:49 Extraction, Transformation, and Loading of the Dataset. • 6:45 Creating and Uploading the Dataset Manifest (TSV) Files. • 8:02 Starting Model Training Job. • 11:01 Model Deployment to an Endpoint and Model Monitor Setup. • 12:34 The Step Function and Lambdas Workflow. • 15:37 Chaining Lambda Functions Outputs and Test Events. • 16:22 Packaging Lambda 2 SageMaker Dependency Into a Labmda Layer. • 22:10 Saving Lambdas and Step Function and Taking Screenshots. • 22:56 Testing and Evaluation (Generating Test Cases). • 23:12 Examining Endpoint Model Monitor Output (Data Capture). • 24:09 Generating Visualizations from Endpoint Data Capture. • 24:40 Preparing Project Files for Submission.

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