Introduction to Machine Learning | |||
What is Machine Learning? | 00:04:00 | ||
Introduction to AWS | |||
What is Amazon Web Services (AWS)? | 00:01:00 | ||
Signing into AWS Console | 00:02:00 | ||
Introduction to SageMaker | |||
What is SageMaker, and how it is used for Machine Learning? | 00:03:00 | ||
What is SageMaker Canvas? | 00:03:00 | ||
Setup | |||
SageMaker Domain and User Setup | 00:04:00 | ||
Setup Data in S3 Buckets for use in SageMaker | 00:03:00 | ||
SageMaker Canvas Interface Walkthrough | |||
Navigating in SageMaker Canvas | 00:02:00 | ||
Project 01: Banknote Authentication | |||
Adding Training Data | 00:03:00 | ||
Building and Using Model for Prediction | 00:08:00 | ||
Predict Single & Batch Dataset | 00:07:00 | ||
Validating Accuracy of Batch Predictions | 00:02:00 | ||
Project 02: Spam SMS Detection | |||
Adding Train & Test Data | 00:01:00 | ||
Building and Using Model for Prediction | 00:03:00 | ||
Predicting Data and Validating Accuracy | 00:02:00 | ||
Project 03: Customer Churn Prediction | |||
Adding Data | 00:02:00 | ||
Building Model | 00:03:00 | ||
Performing & Validating Predictions | 00:04:00 | ||
Project 04: Wine Quality Prediction | |||
Adding & Joining Datasets | 00:04:00 | ||
Building Model | 00:03:00 | ||
Predicting Test Data | 00:02:00 | ||
Assignment | |||
White Wine Quality Prediction | 2 days, 11 hours | ||
Other Important Features in SageMaker Canvas | |||
Versioning | 00:04:00 | ||
Congratulations & Next Steps | |||
Getting Datasets for Practice | 00:04:00 | ||
Getting Help on SageMaker Canvas | 00:04:00 | ||
Congratulations & Thankyou | 00:01:00 | ||
Order Your Certificate | |||
Order Your Certificate QLS | 00:00:00 |
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