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PySpark-Essential-Training

In this course, you will learn Apache Spark framework and its components. Pyspark is an interactive layer of Spark built on python. You can leverage all Spark capabilities through Pyspark. During the training, We demonstrate how to build your data products over spark using Spark streaming, Spark RDDs, Spark SQL, Spark MLIB, Kafka and Flume.We also discuss in depth architecture of Spark and differences between Map Reduce and Spark.


Duration : 30 hours

Fee: 328


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Includes
  • 24 hours on-demand video
  • Articles
  • Coding Exercises
  • Full lifetime access
  • Certificate of Completion

Module of Training

LIVE ONLINE TRAINING


Live presentation of theory, demonstration of tool, features & tasks

We are connecting Online via Goto Meeting

Get practice environment for practical & hands-on Training curriculum has been designed by real-time industry professionals & real-time scenarios training pattern

CORPORATE TRAINING


Learn as per day-wise & customized schedule with discussions & lab exercises included

One to one or Batch-wise interactive demonstration of a tool, features and 100% practical classes

World-class learning material & case studies for the course

Completely customizable course content & schedule as per convenience

Certification guidance provided if necessary

Curriculum

PySpark Essential Training Download  

PySpark Essential Training

Course Summary: In this course, you will learn Apache Spark framework and its components. Pyspark is an interactive layer of Spark built on python. You can leverage all Spark capabilities through Pyspark. During the training, We demonstrate how to build your data products over spark using Spark streaming, Spark RDDs, Spark SQL, Spark MLIB, Kafka and Flume.We also discuss in depth architecture of Spark and differences between Map Reduce and Spark.

  1. Introduction to Spark
    1. Origins of Spark
    2. Understanding Spark
    3. Where Spark Shines
    4. Introduction to Notebooks
  1. Spark Architecture and components/Installation
    1. Overview of Spark Components
    2. Spark Vs Hadoop
    3. Challenges Spark addresses
    4. Installation
    5. Create and Configure Spark Cluster
    6. Performance benchmarking – How Spark is faster than Hadoop
  1. Working with RDDs – Execution on Spark Engine (Behind the scenes)
    1. What is RDD
    2. Spark transformations in RDD
    3. Actions in RDD
    4. Loading and Saving Data in RDD
    5. RDD – key value pair
    6. Broadcast Variables
  1. Memory Management/Fault Tolerance/Lazy evaluation
    1. RDD fault tolerance
    2. In Memory computing
    3. Lazy evaluation and its advantages
  1. Dataframes – aggregate/filter/sort/transform (Actions/Transformations)
    1. Introduction to Actions (take/collect/reduce/reduceByKey/foreach/histogram etc)
    2. Introduction to Transformations(aggregate/.sql/joins/.distinct/temporary table creation etc)
    3. Creating DataFrames
    4. Specifying schema for a dataframe
    5. Interacting and transforming dataframes
  1. Introduction to Pyspark
    1. Apache Spark Stack
    2. Newest capabilities of Pyspark
    3. Spark Execution process
  1. Pyspark SQL and Dataframes
    1. Spark SQL architecture
    2. Interacting with RDDs and converting objects to DataFrames
    3. SQL context in Spark SQL
    4. Performance Tuning
    5. Data processing with Spark Dataframes and UDFs
    6. Select/Filter/aggregate/sort/presenting the data
  1. Apache Kafka and Flume
    1. Introduction to Kafka and Flume
    2. Creating and configuring Kafka Cluster
    3. Kafka architecture
    4. Basic Kafka operations
  1. Pyspark Streaming
    1. Introduction to Spark Streaming
    2. Transformations using Dstreams
    3. Receiver based approach and Direct approach
    4. Streaming context setup
    5. Querying streaming data
  1. Using Mlib in Spark for Machine Learning

                  10.1 Introduction to machine learning with Spark

                  10.2 Preparing data for Machine Learning

                  10.3 Building a linear regression model

                  10.4 Evaluating a linear regression model

                  10.5 visualizing a linear regression model

Hands-on :

  1.  Install Spark and Build Spark Applications
  2. How to use Dataframes, functions
  3. Load Data in RDDs, RDD transformations
  4. RDD actions and functions, partitioning
  5. Spark SQL, Spark-Hive Integration, Loading data and querying using Spark SQL
  6. Create ETL pipelines using Pyspark
  7. Setting up Kafka Cluster, Kafka - Flume Integration
  8. Spark – Flume Integration
  9. Applying ML models and ML workflow utilities

Who should Learn PySpark Essential Training?

IT professionals who wants to switch their career into the world of Big data, Data Science and Data analytics

Prerequisite to learn PySpark Essential Training

Basic understanding of Python, Big Data and Hadoop Ecosystem would be good enough.

Delivery Methodology used to deliver the PySpark Essential Training

We are using an experiential delivering methodology that blends theoretical concepts with hands-on practical learning to ensure a holistic understanding of the subject or course.

Class delivery

Live Interactive classes with expert.

PySpark Essential Training FAQ

Question: Can I attend the Demo session before enrollment?

Answer: Yes, you may attend the Demo class before enrollment for training Quality Evaluation. You can also Interact with a trainer as one to one session for a specific requirement or discussion

Question: Can you schedule the training based upon my availability?

Answer: Yes, we need to discuss it with a trainer, accordingly, we can schedule training at a convenient time.

Question: How I can pay for the course?

Answer: You can pay the fee or enroll yourself via payment gateway through the course page, make an online payment using various options.

Question: What if I missed any class?

Answer: BISP has a missing class policy. If you missed any session, we will be sharing a recorded session. However, you may retake whole training multiple times within 6 month period but the trainer is the same.

Question: Is there any live project training along with regular training?

Answer: Our training curriculum includes real-time scenarios and lives project working module & the trainer explains every topic with examples. If you have any issue or you are stuck in any scenario the trainer will explain end-to-end.

Question: What about certification preparation and guidance?

Answer: BISP technical faculty assist & guide you completely for certification and preparation. We ensure you will get certified easily after our training.

Question: Who is the trainer & about his experience?

Answer: All our trainers are working professionals and industry experts with at least 10-12 years of relevant teaching experience. Each of them has gone through a rigorous selection process which includes profile screening, technical evaluation, and a training demo We also ensure that only those trainers with a high alumni rating continue to train for us.

Question: Do you provide Job support?

Answer: Yes, we provide Job support services, but the cost structure is different and fixed. For more details: Just give us a call at: +91 769-409-5404 & +1 786-629-6893 You can also write to us: support@bisptrainings.com

Question: What if I have more queries and doubts?

Answer: Just give us call at : +91 769-409-5404 & +1 786-629-6893 You can also write to us: support@bisptrainings.com

Question: How Fee Refund Policy works?

Answer: Please refer the link for refund policy: https://www.bisptrainings.com/Refund-Policy

Case Study and Learning Pdf's

Certificate

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Benefits of Certificate

Certification demonstrates your dedication, motivation and technical knowledge on a specific platform. Having a certification shows that you not only possess comprehensive knowledge of that technology but you also care enough about your own career to spend the time and money to get the certification.

We are welcoming our Students or professionals to participate in our professional online courses. We are offering great variety of online training programs and professional courses that you can always find as desired. After the completion of training program they will receive a certificate from BISP. As a Certified professional you can apply that knowledge in your future profession and enjoy with better salaries & career prospects.

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