PySpark RDD Tutorial | PySpark Tutorial for Beginners | PySpark Online Training | Edureka

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** PySpark Certification Training: https://www.edureka.co/pyspark-certification-training ** This Edureka tutorial on "PySpark RDD"" will provide you with a detailed and comprehensive knowledge of RDD, which are considered the backbone of Apache Spark. You will learn about the various Transformations and actions that can be performed on RDDs. This tutorial covers the following topics: 1. Need for RDDs 2. What are RDDs 3. PySpark RDD features 4. PySpark RDD Operations 5. Finding Page Rank - PySpark Demo

Technologie

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
PySpark RDD

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Today’s Training Topics
❖ Need for RDD
❖ What are RDD?
❖ PySpark RDD Operations
❖ Features of RDD
❖ PySpark RDD Operations - Demo
❖ Finding Page Rank – PySpark RDD Demo

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Why RDD?
Stable Storage
(HDFS)
Stable Storage
(HDFS)
Stable Storage
(HDFS)
JOB #1 JOB #2
Iterative Process
Reusing Data
Sharing Data
S L O W

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
What are RDD?
R
D
D
esilient
istributed
ataset
Backbone of Apache Spark
One of the First Fundamental Data Structures
Transformations
Actions

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Transformations and Actions
Transformations
map
flatMap
filter
distinct
reduceByKey
mapPartitions
Actions
collect
collectAsMap
reduce
countByKey
take
countByValue

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Features of RDDs
In-Memory
Computation
Lazy
Evaluations
Fault
Tolerance
Immutability
Partitioning
Persistence
Coarse
Grained
Operations

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
RDD Creation & Operations

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Transformations
map
flatMap
filter
distinct
reduceByKey
mapPartitions
Actions
collect
reduce
groupByKey
take
countByValue
groupBy

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Finding Page Rank

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
How it works ?

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
How it works ?
Page Rank of Site

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
How it works ?
Page Rank of Site
Page Rank of Inbound Link

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
How it works ?
Page Rank of Site
Page Rank of Inbound Link
Number of Links
On that Page

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
How it works ?
Netflix
Amazon
Wikipedia
Google
Iter - 0 Iter - 1 Iter - 2 Rank
1/4
1/4
1/4
1/4
1/12
2.5/12
4.5/12
4/12
1.5/12
2/12
4.5/12
4/12
1
2
3
4

PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training
Problem Statement

PySpark RDD Tutorial | PySpark Tutorial for Beginners | PySpark Online Training | Edureka

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PySpark RDD Tutorial | PySpark Tutorial for Beginners | PySpark Online Training | Edureka

1. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training PySpark RDD

2. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Today’s Training Topics ❖ Need for RDD ❖ What are RDD? ❖ PySpark RDD Operations ❖ Features of RDD ❖ PySpark RDD Operations - Demo ❖ Finding Page Rank – PySpark RDD Demo

3. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Why RDD? Stable Storage (HDFS) Stable Storage (HDFS) Stable Storage (HDFS) JOB #1 JOB #2 Iterative Process Reusing Data Sharing Data S L O W

4. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training What are RDD? R D D esilient istributed ataset Backbone of Apache Spark One of the First Fundamental Data Structures Transformations Actions

5. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Transformations and Actions Transformations map flatMap filter distinct reduceByKey mapPartitions Actions collect collectAsMap reduce countByKey take countByValue

6. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Features of RDDs In-Memory Computation Lazy Evaluations Fault Tolerance Immutability Partitioning Persistence Coarse Grained Operations

7. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training RDD Creation & Operations

8. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Transformations map flatMap filter distinct reduceByKey mapPartitions Actions collect reduce groupByKey take countByValue groupBy

9. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Finding Page Rank

10. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training How it works ?

11. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training How it works ? Page Rank of Site

12. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training How it works ? Page Rank of Site Page Rank of Inbound Link

13. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training How it works ? Page Rank of Site Page Rank of Inbound Link Number of Links On that Page

14. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training How it works ? Netflix Amazon Wikipedia Google Iter - 0 Iter - 1 Iter - 2 Rank 1/4 1/4 1/4 1/4 1/12 2.5/12 4.5/12 4/12 1.5/12 2/12 4.5/12 4/12 1 2 3 4

15. PYSPARK CERTIFICATION TRAINING www.edureka.co/pyspark-certification-training Problem Statement

PySpark RDD Tutorial | PySpark Tutorial for Beginners | PySpark Online Training | Edureka

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PySpark RDD Tutorial | PySpark Tutorial for Beginners | PySpark Online Training | Edureka