Advanced Python Training Course

Course Code

pythonmultipurpose

Duration

28 hours (usually 4 days including breaks)

Requirements

  • Beginner to intermediate programming experience
  • Knowledge of math and statistics
  • Knowledge of database concepts

Overview

In this instructor-led training, participants will learn advanced Python programming techniques, including how to apply this versatile language to solve problems in areas such as distributed applications, data analysis and visualization, UI programming and maintenance scripting.

Audience

  • Developers

Format of the course

  • Part lecture, part discussion, exercises and heavy hands-on practice

Notes

  • If you wish to add, remove or customize any section or topic within this course, please contact us to arrange.

Course Outline

Introduction

  • Python versatility: from data analysis to web crawling

Python data structures and operations

  • Integers and floats
  • Strings and bytes
  • Tuples and lists
  • Dictionaries and ordered dictionaries
  • Sets and frozen sets
  • Data frame (pandas)
  • Conversions

Object-oriented programming with Python

  • Inheritance
  • Polymorphism
  • Static classes
  • Static functions
  • Decorators
  • Other

Data Analysis with pandas

  • Data cleaning
  • Using vectorized data in pandas
  • Data wrangling
  • Sorting and filtering data
  • Aggregate operations
  • Analyzing time series

Data visualization

  • Plotting diagrams with matplotlib
  • Using matplotlib from within pandas
  • Creating quality diagrams
  • Visualizing data in Jupyter notebooks
  • Other visualization libraries in Python

Vectorizing Data in Numpy

  • Creating Numpy arrays
  • Common operations on matrices
  • Using ufuncs
  • Views and broadcasting on Numpy arrays
  • Optimizing performance by avoiding loops
  • Optimizing performance with cProfile

Processing Big Data with Python

  • Building and supporting distributed applications with Python
  • Data storage: Working with SQL and NoSQL databases
  • Distributed processing with Hadoop and Spark
  • Scaling your applications

Extending Python (and vice versa) with other languages

  • C#
  • Java
  • C++
  • Perl
  • Others

Python multi-threaded programming

  • Modules
  • Synchronizing
  • Prioritizing

Data Serialization

  • Python object serialization with Pickle

UI programming with Python

  • Framework options for building GUIs in Python
    • Tkinter
    • Pyqt

Python for maintenance scripting

  • Raising and catching exceptions correctly
  • Organizing code into modules and packages
  • Understanding symbol tables and accessing them in code
  • Picking a testing framework and applying TDD in Python

Python for the web

  • Packages for web processing
  • Web crawling
  • Parsing HTML and XML
  • Filling web forms automatically

Closing remarks

Testimonials

★★★★★
★★★★★

Bookings, Prices and Enquiries

Guaranteed to run even with a single delegate!

Private Classroom

From £5000

Private Remote

From £4400 (101)

Public Classroom

Location Date Course Price [Remote/Classroom]
Coventry - The Quadrant2018-12-03 09:30:00£4400 / £5400
Birmingham 2018-12-03 09:30:00£4400 / £5700
Oxford2018-12-04 09:30:00£4400 / £5500
Aberdeen - Berry Street2018-12-10 09:30:00£4400 / £5720
Edinburgh Training and Conference Venue2018-12-10 09:30:00£4400 / £5200
Swindon2018-12-10 09:30:00£4400 / £5100
Cambridge2018-12-10 09:30:00£4400 / £5300
Manchester, King Street2018-12-10 09:30:00£4400 / £5700
York - Priory Street Centre 2018-12-11 09:30:00£4400 / £5000
St Helier, Jersey, Channel Isles2018-12-11 09:30:00£4400 / £6300
Portsmouth Technopole2018-12-17 09:30:00£4400 / £5000
Glasgow2018-12-17 09:30:00£4400 / £5800
Bradford - Carlisle Business Centre2018-12-17 09:30:00£4400 / £5400
Leeds2018-12-17 09:30:00£4400 / £5800
Swansea- Princess House2018-12-17 09:30:00£4400 / £5000
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Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Android Development Glasgow Mon, 2018-11-19 09:30 £4356 / £5756
Selenium WebDriver in C#: Introduction to Web Testing Automation in C# Edinburgh Training and Conference Venue Tue, 2018-11-20 09:30 £2178 / £2578
F#: Introduction to Functional Programming Portsmouth Mon, 2018-11-26 09:30 £2178 / £2478
Python: Automate the Boring Stuff Swindon Wed, 2018-11-28 09:30 £2178 / £2528
JMeter Fundamentals and JMeter Advanced Edinburgh Training and Conference Venue Mon, 2018-12-03 09:30 £2178 / £2578
HAProxy Administration London, Hatton Garden Mon, 2018-12-03 09:30 £2178 / £2928
From Data to Decision with Big Data and Predictive Analytics Birmingham Tue, 2018-12-11 09:30 £3861 / £4836
Social Media Marketing Oxford Wed, 2018-12-12 09:30 N/A / £1364
Test Automation with Selenium Manchester, King Street Wed, 2018-12-12 09:30 £3267 / £4242
Artificial Intelligence Overview London, Hatton Garden Thu, 2018-12-27 09:30 £1287 / £1662
RPA: Implementing Robotic Process Automation London, Hatton Garden Tue, 2019-01-29 09:30 £3861 / £4986

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