Course Overview

  • icon2 day course
  • iconCertificate of Attendance
  • iconLive Online, Private
    info-icon

Python is one of the most searched topics on Stack Overflow. Due to its flexibility and the range of applications that Python can be used for, it's fast becoming the most sought after language in any developer's portfolio.

This two day course will start from the very beginning of installing Python 3, setting up your development environment and writing your first lines of code. However, by the end you will have a great understanding of Python and experience in working with data.

Through project based learning you will gain practical experience in working with all the general concepts of the python language, as well as retrieving, processing and visualising data.

Our Python for Data Science course is delivered as a scheduled live online class. We also offer it as a private training session that can be delivered virtually or at a location of your choice in South Africa.

What you'll learn

By the end of this course, you will be able to:

  • iconDescribe why we use progamming in Python Syntax
  • iconCollect data from various sources
  • iconVisualise data
  • iconEnable Python libraries
  • iconClean and prepare data

Course agenda

Introduction

  • Python History
  • Users of Python
  • Installing Python
  • Installing IDE

Datatypes

  • Numbers
  • Sequences
  • File
  • Tuples
  • Dictionaries

Logic

  • If Statement
  • If Else Statement
  • Switch Statement

Loops

  • While Loop
  • Do... While Loop
  • For Loop
  • Foreach Loop

Functions

  • Declarations
  • Variable Scope
  • Passing Values

Objects

  • OO Programming
  • Class declaration
  • Methods & Properties

Data Science Intro

  • Why Python for Data Science
  • Popular packages
  • Use cases
  • Popular Libraries
  • Panda
  • Numpy
  • SeaBorn
  • Stats
  • Matplotlib
  • Scikit-learn

Working with data

  • Reading & Writing to different data sources
  • Cleaning data
  • Visualisation
  • Data Transformation
  • Automation

APIs

  • Connecting to an API
  • Public BigQuery APIs
  • Google Analytics API

Who it's for

If you want to take your first steps in becoming a Python developer or want to get into the growing industry of Data Science. This course is run over two consecutive days.

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