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Enterprise Data Science is a very wide-ranging field built on many core technologies and paradigms that combine to provide a robust solution.

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Last Updated

March 4, 2021

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Certification

This course is approximately 50% hands-on, combining expert lecture, real-world demonstrations and group discussions with machine-based practical labs and exercises.In this course you will learn about:

· Essential Scala programming, leveraging your existing OO development experience

· How to write essential Spark programs and perform exploratory data analysis in Scala and the Spark shell

· Work with Spark Core

· Work with NoSQL

How to write programs for Spark Streaming in Scala

Course Curriculum

    • Functional Programming 00:00:00
    • Scala Overview 00:00:00
    • Scala vs. Python vs. Java vs. R 00:00:00
    • REPL in Scala 00:00:00
    • Installing Scala 00:00:00
    • Hello, Scala 00:00:00
    • Classes and Objects 00:00:00
    • Traits 00:00:00
    • Mixins 00:00:00
    • High-Order Functions 00:00:00
    • Types and Inference 00:00:00
    • Lists 00:00:00
    • Annotations 00:00:00
    • Collections 00:00:00
    • Pattern Matching 00:00:00
    • Using Java in Scala 00:00:00
    • Futures, Promises, and Parallel Collections (Concurrency) 00:00:00
    • Functional Programming Overview 00:00:00
    • Hadoop and Spark Overview 00:00:00
    • File I/O with HDFS 00:00:00
    • Data Frames and Resilient Distributed Datasets 00:00:00
    • Spark SQL 00:00:00
    • In-memory lookups 00:00:00
    • Essential AI with MLLib 00:00:00
    • Using Web Notebooks (Optional) 00:00:00
    • Not Only SQL 00:00:00
    • Relational Data 00:00:00
    • Sqoop 00:00:00
    • Columnar Databases 00:00:00
    • Cassandra 00:00:00
    • Document Databases 00:00:00
    • Key/Value Databases 00:00:00
    • Graph Databases 00:00:00
    • Hive in Spark 00:00:00
    • Spark Streaming Model 00:00:00
    • Streaming with Kafka 00:00:00
    • Machine Learning Essentials 00:00:00
    • Spark ML/MLLib 00:00:00
    • MLLib and Streaming 00:00:00
    • MLlib, Streaming, and Kafka 00:00:00
    • Enterprise Service and Message Busses 00:00:00
    • Lambda Architecture 00:00:00

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