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PySpark - Spark with Python

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New Town, Kolkata

Course ID: 369768

New Town, Kolkata

Students Interested 0 (Seats Left 0)

₹ 19,999

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About the Course

This course will teach you how to implement distributed data management and machine learning in Spark using the PySpark package.

This course is for software developers, software architects, Hadoop developers, Cloud computing develoeprs, Data Analysts, Business Analysts, Project Managers who wants to learn spark in a python environment to analyze distributed data across a cluster.

The pre-requisite for this course is a fair amount of knowledge on Python. If a student not having knowledge on Python , he can take up python course along with Pyspark course.

What you will learn in this PySpark course :-


Introduction to Spark

  • What is Apache Spark?
  • Spark Jobs and APIs
  • Execution process
  • Resilient Distributed Dataset
  • DataFrames
  • Datasets
  • Catalyst Optimizer
  • Spark 2.0 architecture
  • Unifying Datasets and DataFrames
  • Introducing SparkSession
  • Structured streaming
  • Continuous applications

 

Installation

Step-by-Step installation of PySpark

 

Resilient Distributed Datasets

  • Internal workings of an RDD
  • Creating RDDs
  • Schema
  • Reading from files
  • Lambda expressions
  • Global versus local scope
  • Transformations
  • The .map(...) transformation
  • The .filter(...) transformation
  • The .flatMap(...) transformation
  • The .distinct(...) transformation
  • The .sample(...) transformation
  • The .leftOuterJoin(...) transformation
  • The .repartition(...) transformation
  • Actions
  • The .take(...) method
  • The .collect(...) method
  • The .reduce(...) method
  • The .count(...) method
  • The .saveAsTextFile(...) method
  • The .foreach(...) method

 

DataFrames

  • Introduction to DataFrames
  • Speeding up PySpark with DataFrames
  • Spark DataFrame Basics
  • Spark DataFrame Basic Operations
  • DataFrame API Query
  • SQL: Query
  • Group By and Aggregate Operations
  • Missing Data
  • Dates and Timestamps
  • Interoperating with RDDs
  • Querying with SQL
  • DataFrame Project

             

Spark Machine Learning

    Introduction to Machine Learning

  • Machine Learning with Spark and Python with MLib
  • Linear Regression
  • Regression Evaluation
  • Linear Regression Project
  • Logistic Regression – Introduction
  • Logistic Regression Example with code
  • Logistic Regression Project
  • Decision Tress and Random Forest – Introduction
  • Tree methods Theory
  • Example with code – Decision Tree and Random Forest
  • Random Forest Classification Project
  • K-Means Clustering –Introduction
  • K-Means Clustering Theory
  • Example with code – Clustering
  • Clustering Project
  • Introduction to Recommender System
  • Recommender System – Example with code

                    

Spark Streaming

Introduction to Spark Streaming

  • Spark Streaming Examples
  • Analyzing web logs published with Flume using Spark Streaming
  • Monitor Flume-published logs for errors in real-time
  • Aggregating HTTP access codes with Spark streaming
  • Spark Streaming Project

                       

Spark SQL

Exploring data using Spark SQL

  • Understanding Spark dataframes
  • Understanding the Spark SQL query optimizer
  • Loading and processing CSV files with Spark SQL
  • Querying MongoDB from Spark SQL

 

Project Hands On

 At the end of the course you will be doing a real world project on PySpark on Azure Cloud.

Date and Time

Not decided yet.

About the Trainer

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0 Reviews

0 Students

3 Courses

Vish

BTech

-18 years of total Industry experience
-Worked in architecting big data solutions to major Fortune 500 companies around the globe
-Thorough understanding of the Hadoop components and the design pipeline
-Trained more than 500 students
- Provides training to major Corporates
-Consultant to companies in UK and UAE based customers on big data
- Practical, hands-on teaching methodology
- Prepares the students for job interviews through mock interview sessions
- Projects are a major part of the course curriculum to get the students oriented to the actual working environment
- 96% success rate .. most of the students taught by this trainer gets well placed in IT MNCs

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₹ 19,999

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