Table of Contents Table of Contents Title and Copyright Information 1 Overview Machine Learning Overview What Is Machine Learning? Benefits of Machine Learning Define Your Business Problem What Do You Want to Do? Discover More Through Interfaces Process Overview Workflow Define Business Goals Understand Data Prepare Data Develop Models Evaluate Deploy Machine Learning Functions Algorithms Supervised Learning Unsupervised Learning About Oracle Machine Learning for SQL Oracle Machine Learning for SQL in the Database Kernel Oracle Machine Learning for SQL in Oracle Exadata Highlights of the Oracle Machine Learning for SQL API 2 Get Started Install Database On-premises About Installation Install SQL Developer About SQL Developer Install and Get Started with SQL Developer Access Autonomous Database Provision an Autonomous Database Create and Update User Accounts for Oracle Machine Learning Components on Autonomous Database Create User Add Existing Database User Account to Oracle Machine Learning Components Access OML Notebooks Access Oracle Machine Learning Notebooks Create a Notebook Edit Your Notebook 3 Use cases Regression Use Case Scenario Load Data Add a Column Import Data Import Data into the Database (On premises) Import Data to the Cloud Create Auth Token Create Object Storage Credential Create a Table Load Data in the Table Explore Data Build Model Evaluate Dictionary and Model Views Test Your Model Score Classification Use Case Scenario Load Data Explore Data Build Model Evaluate Dictionary and Model Views Test Your Model Score Clustering Use Case Scenario Load Data Explore Data Build Model Evaluate Dictionary and Model Views Score Time Series Use Case Scenario Load Data Explore Data Build Model Evaluate Dictionary and Model Views Score Association Rules Use Case Scenario Load Data Create a Table Load Data in the Table Explore Data Build Model Evaluate Dictionary and Model Views Feature Extraction Use Case Scenario Load Data Explore Data Build Model Evaluate Dictionary and Model Views Evaluate and Compare Models Score Score with Selected Attributes 4 Reference Specify Model Settings Model Settings Splitting the Data