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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
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- 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
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- 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
- Spark Streaming Model 00:00:00
- Streaming with Kafka 00:00:00
- Enterprise Service and Message Busses 00:00:00
- Lambda Architecture 00:00:00
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