Goal abandoned
The author does not write in the goal 4 years 3 months 21 days
Spark: The Definitive Guide
Работаю в команде поддержки проекта, написанного много лет назад при помощи Hadoop. Много чего узнал за это время, но пришло час двигаться дальше. Моя основная цель - поставить этот проект на рельсы Spark.
Это книга будет отправной точкой в повышении своей компетенции.
Goal Accomplishment Criteria
Проработать книгу Spark: The Definitive Guide.
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I. Gentle Overview of Big Data and Spark
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What Is Apache Spark?
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A Gentle Introduction to Spark
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A Tour of Spark’s Toolset
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II. Structured APIs—DataFrames, SQL, and Datasets
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Structured API Overview
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Basic Structured Operations
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Working with Different Types of Data
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Aggregations
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Joins
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Data Sources
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Spark SQL
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Datasets
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III. Low-Level APIs
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Resilient Distributed Datasets (RDDs)
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Advanced RDDs
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Distributed Shared Variables
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IV. Production Applications
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How Spark Runs on a Cluster
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Developing Spark Applications
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Deploying Spark
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Monitoring and Debugging
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Performance Tuning
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V. Streaming
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Stream Processing Fundamentals
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Structured Streaming Basics
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Event-Time and Stateful Processing
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Structured Streaming in Production
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VI. Advanced Analytics and Machine Learning
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Advanced Analytics and Machine Learning Overview
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Preprocessing and Feature Engineering
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Classification
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Regression
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Recommendation
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Unsupervised Learning
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Graph Analytics
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Deep Learning
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VII. Ecosystem
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Language Specifics: Python (PySpark) and R (SparkR and sparklyr)
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Ecosystem and Community
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- 683
- 07 June 2020, 17:13
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