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Introduction to Machine Learning
What is Machine Learning?
Introduction to AWS
What is Amazon Web Services (AWS) ?
Signing into AWS Console
Introduction to SageMaker
What is SageMaker and how it is used for Machine Learning?
What is SageMaker Canvas?
Setup
SageMaker Domain and User Setup
Setup Data in S3 Buckets for use in SageMaker
SageMaker Canvas Interface Walkthrough
Navigating in SageMaker Canvas
Project 1: Banknote Authentication
Adding Training Data
Building and Using Model for Prediction
Predict Single & Batch Dataset
Validating Accuracy of Batch Predictions
Project 2: Spam SMS Detection
Adding Train & Test Data
Building and Using Model for Prediction
Predicting Data and Validating Accuracy
Project 3: Customer Churn Prediction
Adding Data
Building Model
Performing & Validating Predictions
Project 4: Wine Quality Prediction
Adding & Joining Datasets
Building Model
Predicting Test Data
Assignment
White Wine Quality Prediction
Other Important Features in SageMaker Canvas
Versioning
Congratulations & Next Steps
Getting Datasets for Practice
Getting Help on SageMaker Canvas
Congratulations & Thankyou