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This Advanced Python Development training course aims to extend and solidify your Python experience by exploring structural techniques and common Python APIs. You'll learn how to write OO and functional code, define and consume REST services and web sockets, implement multithreaded code, use popular Python data science libraries, implement Big Data solutions, and more.


What you'll learn

  •     Object-oriented Python programming
  •     Functional Python programming
  •     REST services and web sockets
  •     Defining and using decorators
  •     Asynchronous programming
  •     Python data science techniques
  •     Python Big Data and PySpark

Advanced Python Development

Course Code

GTIT49

Duration

4 Days

Course Fee

POA

Accreditation

N/A

Target Audience

  • This Advanced Python Development training course is for delegates wanting to further their knowledge of Python.

Attendee Requirements

  • Approx. 6 months Python experience

Ways to Attend this Course

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Course Description

This Advanced Python Development training course aims to extend and solidify your Python experience by exploring structural techniques and common Python APIs. You'll learn how to write OO and functional code, define and consume REST services and web sockets, implement multithreaded code, use popular Python data science libraries, implement Big Data solutions, and more.


What you'll learn

  •     Object-oriented Python programming
  •     Functional Python programming
  •     REST services and web sockets
  •     Defining and using decorators
  •     Asynchronous programming
  •     Python data science techniques
  •     Python Big Data and PySpark
Course Outline

Recap Essential Python Features

  •     Language Fundamentals
  •     Functions
  •     Data Structures
  •     Defining and Using Packages
  •     Additional Techniques

Object-Oriented Programming

  •     Essential Concepts
  •     Defining and Using a Class
  •     Class-Wide Members

Additional Object-Oriented Techniques

  •     A Closer Look at Attributes
  •     Implementing Special Methods
  •     Inheritance

XML Processing

  •     XML Essentials
  •     Reading XML Data in Python
  •     Locating Content using XPath
  •     Updating XML Data in Python
  •     Using the Lxml Library

Functional Programming

  •     Functional Programming in Python
  •     Higher Order Functions
  •     Additional Techniques

Web Processing

  •     Python Web Servers
  •     Python Rest Services
  •     Python Web Sockets

Decorators

  •     Getting Started with Decorators
  •     Additional Decorator Techniques
  •     Parameterized Decorators

Asynchronous Processing in Python

  •     Getting Started with Asynchrony in Python
  •     Creating Tasks to Run in Different Threads
  •     Additional Task Techniques

Getting Started with Python Data Science and NumPy

  •     Introduction to Python Data Science
  •     NumPy Arrays
  •     Manipulating Array Elements
  •     Manipulating Array Shape

NumPy Techniques

  •     NumPy Universal Functions
  •     Aggregations
  •     Broadcasting
  •     Manipulating Arrays using Boolean Logic
  •     Additional Techniques

Getting Started with Pandas

  •     Introduction to Pandas
  •     Creating a Series
  •     Using a Series
  •     Creating a DataFrame
  •     Using a DataFrame

Pandas Techniques

  •     Universal Functions
  •     Merging and Joining Datasets
  •     A Closer Look at Joins

Working with Time Series Data

  •     Introduction to Time Series Data
  •     Indexing and Plotting Time Series Data
  •     Testing Data for Stationarity
  •     Making Data Stationary
  •     Forecasting Time Series Data
  •     Scaling Back the ARIMA Results

Introduction to Big Data

  •     Setting the Scene
  •     Introduction to Hadoop
  •     Hadoop Components

Getting Started with PySpark

  •     Introduction to Spark
  •     Spark Architecture
  •     Application Execution
  •     Using the Python Spark Shell

Using the PySpark API

  •     Essential Concepts
  •     Creating an RDD
  •     Working with RDDs

RDD Operations

  •     RDD Transformations
  •     RDD Transformations on Key-Value Pairs
  •     Actions
  •     Caching
  •     Spark Jobs - The Big Picture
Learning Path
Ways to Attend
  • Attend live online public course, if there is one available. Please check our schedule, or register your interest in joining a course in your area.
  • Private onsite Team training also available, please contact us to discuss. We can customise this course to suit your business requirements.

Private Team Training is available for this course

We deliver this course either on or off-site in various regions around the world, and can customise your delivery to suit your exact business needs. Talk to us about how we can fine-tune a course to suit your team's current skillset and ultimate learning objectives.

Private Team Training | Contact us

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Private Team Training

Our instructors are specialist consultants with vast real world experience and expertise allowing them to design and deliver client-focused courses for your organisation.

Learn more about our Private Team Training

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