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Course Information

Python Data Science Training Course Outline

Introduction of Python

Working with IPython

  • Launching IPython Shell and Jupyter Notebook
  • Keyboard Shortcuts in the IPython Shell
  • Special Commands of Python
    • Pasting Code Blocks: %paste and %cpaste
    • Running External Code: %run
    • Timing Code Execution: %timeit
    • %magic and %Ismagic
  • IPython’s In and Out Objects
  • IPython and Shell Commands
  • Errors and Debugging
  • Profiling and Timing Code

Introduction to NumPy

  • Understand Data Types in Python
  • NumPy Arrays
  • Computation on NumPy Arrays: Universal Functions
  • Aggregations: Min, Max and more
  • Computation on Arrays: Broadcasting
  • Comparison, Boolean Logic, and Masks
  • Fancy Indexing
  • Sorting Arrays
  • NumPy’s Structured Array

Working with Pandas

  • Installing and Using Pandas
  • Pandas Objects
  • Data Indexing and Selection
  • Operating on Data in Pandas
  • Handling Missing Data
  • Hierarchical Indexing
  • Concat and Append
  • Merge and Join
  • Aggregations and Grouping
  • Pivot Tables
  • Vectorised String Operations
  • Working with Time Series
  • eval() and query()

Visualisation with Matplotlib

  • Overview of Matplotlibs
  • Two Interfaces
  • Simple Line Plots and Scatter Plots
  • Visualising Errors
  • Density and Contour Plots
  • Histograms, Binnings, and Density
  • Customising Plot Legends
  • Customising Colorbars
  • Multiple Subplots
  • Text Annotation
  • Customising Ticks
  • Customising Matplotlib: Configuration and Stylesheets
  • Three-Dimensional Plotting in Matplotlib
  • Geographic Data with Basemap
  • Visualisation with Seaborn

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Prerequisites

There are no prerequisites for attending this course. However, a basic understanding of programming would be beneficial.

Audience

Anyone interested in having a career in Python can attend this course. This course is well-suited for:

  • Big Data and Analytics Professionals
  • Software Developers
  • Project and BI Managers ETL Professionals

Python Data Science Training​ Course Overview

Python is a premier and powerful open-source language that is easy to use and has powerful libraries for data manipulation and analysis. It is a multi-paradigm programming language and supports object-oriented programming, functional programming patterns, and structured programming. This Python Data Science Training is designed to equip delegates with the knowledge of programming language for the domain of data science.

In this 3-day training, delegates will learn how to create arrays from scratch and python lists. Delegates will acquire a comprehensive knowledge of data manipulation with pandas. In addition, they will learn how to rearrange multi-indices, combine datasets, and work with time series. Delegates will get an understanding of simple line plots and simple scatter plots.

During this course, delegates will gain in-depth knowledge of how to visualise a three-dimensional function. Furthermore, familiarise yourself with histograms, binnings, and density. Delegates will learn how to customise plot legends and colorbars. Post completion of this training, delegates shall be able to customise matplotlib as well.

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  • Delegate pack consisting of course notes and exercises
  • Manual
  • Experienced Instructor

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Why choose us

Ways to take this course

Our easy to use Virtual platform allows you to sit the course from home with a live instructor. You will follow the same schedule as the classroom course, and will be able to interact with the trainer and other delegates.

Our fully interactive online training platform is compatible across all devices and can be accessed from anywhere, at any time. All our online courses come with a standard 90 days access that can be extended upon request. Our expert trainers are constantly on hand to help you with any questions which may arise.

What our customers are saying

Python Data Science Training FAQs

FAQ's

Please arrive at the venue at 8:45am.
There are no prerequisites for attending this course. However, a basic understanding of programming would be beneficial.
Anyone interested in having a career in Python can attend this course. This course is well-suited for: Big Data and Analytics Professionals, Software Developers, Project and BI Managers ETL Professionals
We are able to provide support via phone & email prior to attending, during and after the course.
Delegate pack consisting of course notes and exercises, Manual, Experienced Instructor, and Refreshments
This course is 3 days.
Once your booking has been placed and confirmed, you will receive an email which contains your course location, course overview, pre-course reading material (if required), course agenda and payment receipts
The price for Python Data Science Training certification in the United States starts from $3095
The Knowledge Academy is the Leading global training provider in the world for Python Data Science Training.

Why choose us

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Many delivery methods

Flexible delivery methods are available depending on your learning style.

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High quality resources

Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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