更新时间：2021-07-02 21:44:39
coverpage
Title Page
Credits
About the Author
About the Reviewer
www.PacktPub.com
Why subscribe?
Customer Feedback
Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Downloading the example code
Downloading the color images of this book
Errata
Piracy
Questions
Introduction to AI
Artificial Intelligence key terms
Machine Learning
Neural networks
Deep Learning
Natural language processing
Cognitive computing
Pattern recognition
Data mining
GPUs
Programming languages used for machine learning
Practical machine learning with Google Prediction API and Salesforce
Business scenario
Prerequisites
Training and prediction
Integration architecture
Setting authentication for calling API from SFDC
Drawback of this approach
Summary
Role of AI in CRM and Cloud Applications
Sales Cloud Einstein offerings
Automated Activity Capture
Lead Insights
Opportunity Insights
Account Insights
Community Cloud Einstein features
The Company Highlights feature on Chatter
Unanswered questions component for Community Builder
Creating Salesforce Communities
Recommended experts articles and topics
Marketing Cloud Einstein features
Social Studio Einstein features
Personalization Builder
Building Smarter Apps Using PredictionIO and Heroku
Introduction to PredictionIO
PredictionIO platform components
Architecture and integration with applications
Integration with web/mobile applications
Installation of PredictionIO
Installing and configuring PredictionIO Event Server
Getting started with PredictionIO
PredictionIO DASE components and customization of Engine
Engine design
Query data structure
Predicted response design
Spark MLlib
Data
Algorithm
Serving
Deploying PredictionIO on Heroku
Heroku Buildpack for PredictionIO
Deploying an Event Server application
Deploying the Template Engine
Product Recommendation Application using PredicitionIO and Salesforce App Cloud
Introduction to Spark MLlib
Setting up the Event Server app on Heroku
Event Server code explanation
Setting up the Recommendation engine application on Heroku
PredictionIO Engine template code explanation
ServerApp
TrainApp
Setting up IntelliJ IDEA IDE for customizing PredictionIO application
Introduction to building Lightning Component for App Cloud and Community Cloud
Visualforce
Lightning Component framework
Component
JavaScript controller
JavaScript Helper
Component CSS file
Apex controller class
Building similar Recommendation Lightning Component for App Cloud
Custom settings for configuration parameters
The ProductViewCapture component
The SimilarProductRecommender component
PredictionIO commands cheat sheet
GitHub references
