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         SMACK Stack for Data Science培訓

Introduction

SMACK Stack Overview

What is Apache Spark? Apache Spark features
What is Apache Mesos? Apache Mesos features
What is Apache Akka? Apache Akka features
What is Apache Cassandra? Apache Cassandra features
What is Apache Kafka? Apache Kafka features
Scala Language

Scala syntax and structure
Scala control flow
Preparing the Development Environment

Installing and configuring the SMACK stack
Installing and configuring Docker
Apache Akka

Using actors
Apache Cassandra

Creating a database for read operations
Working with backups and recovery
Connectors

Creating a stream
Building an Akka application
Storing data with Cassandra
Reviewing connectors
Apache Kafka

Working with clusters
Creating, publishing, and consuming messages
Apache Mesos

Allocating resources
Running clusters
Working with Apache Aurora and Docker
Running services and jobs
Deploying Spark, Cassandra, and Kafka on Mesos
Apache Spark

Managing data flows
Working with RDDs and dataframes
Performing data analysis
Troubleshooting

Handling failure of services and errors
Summary and Conclusion