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Python Data Science Course Outline

Module 1: Introduction of Python

  • What is Python?
  • What can be Done by Using Python Programming Language?
  • Why Python?

Module 2: 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

Module 3: Introduction to NumPy

  • Understand Data Types in Python
  • 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

Module 4: 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()

Module 5: Visualisation with Matplotlib

  • Overview of Matplotlibs
  • Object Oriented Interface
  • 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
  • Three-Dimensional Plotting in Matplotlib
  • Visualisation with Seaborn
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Who Should Attend this Python Data Science Course? 

This Python Data Science Course is ideal for professionals who want to apply Python to data analysis, modelling, and data driven decision making. It is particularly beneficial for:  

  • Software Developers
  • Data Analysts
  • Machine Learning Engineers
  • Product Managers
  • Business Analysts
  • Natural Language Processing Professionals
  • Data Scientists

Prerequisites of the Python Data Science Course

There are no formal prerequisites for attending this Python Data Science Training Course. However, a basic understanding of programming would be beneficial.

Python Data Science Course Overview 

Python Data Science Training focuses on using Python for data analysis, visualisation, and manipulation tasks. It covers core programming concepts and data-focused techniques required to work confidently with structured datasets. 

This Python Data Science Online Training helps delegates build practical data handling and analytical skills using Python libraries. Delegates improve readiness to analyse data, create visual insights, and support informed, data-driven decisions. 

This 3-Day course offered by The Knowledge Academy enables delegates to apply Python data science techniques in real scenarios. Delegates learn to work with arrays, perform data manipulation, and visualise results to solve practical data challenges. 

Python Data Science Course Objectives

  • To equip delegates with proficiency in Python
  • To establish a solid foundation in data manipulation using Python at the advanced level
  • To cultivate expertise in data visualisation techniques, including the creation of line plots, scatter plots, and the visualisation of three-dimensional functions
  • To instruct delegates in advanced data visualisation skills, such as crafting histograms, performing binning, estimating density, and customising plot legends and colorbars
  • To broaden programming versatility by imparting knowledge of multiple programming paradigms supported by Python

Upon completing this course, delegates will have the knowledge and skills required to personalise their Matplotlib visualisations as well.

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What’s Included in this Python Data Science Course?

  • World-Class Training Sessions from Experienced Instructors
  • Python Data Science Certificate
  • Digital Delegate Pack
Hands-On Labs: Included as part of our online instructor-led delivery, these labs provide real-world exercises in a simulated environment guided by expert instructors to enhance your practical skills.
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Train Your Workforce

Looking for Python Data Science Course in-house or onsite training in Edinburgh? We specialise in corporate group training and bulk bookings for organisations of all sizes in Edinburgh. Our trainers deliver tailored sessions at your premises, online, or hybrid, with best price guarantee, group discounts and flexible scheduling to train your team.

Our Edinburgh venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Edinburgh is the capital of Scotland and is the second largest in the country. It has a population of around 490,000 people and is home to the Scottish Parliament. The Edinburgh Fringe is a great mark of culture in the city and is seen as the largest international arts festival in the world. It takes place every year. The city is best known for its education, particular in the field of medicine, literature, science and engineering. The University of Edinburgh was founded in 1582 and is ranked 17th in the World University Rankings. It educates around 21,000 students and its famous alumni include Charles Darwin, Alexander Graham Bell and Joseph Lister. It’s a very tricky university to get into, as it receives around 50,000 applications every year but can only accept around 11% of these. 

There are about 95 primary schools and around 25 secondary schools in Edinburgh which are all administered by the City of Edinburgh Council. Also in Edinburgh is The Royal High School which is one of the oldest schools in Scotland and in the world. Many independent and private schools run in Edinburgh including George Watson’s College, Merchiston Castle School and Edinburgh Academy.

Edinburgh has one Gaelic primary school; Bun-sgoil Taobh na Pàirce. There are three other universities in Edinburgh; Queen Margaret University, Heriot-Watt University and Napier Technical College. Queen Margaret University is located on the border of Edinburgh while Edinburgh Napier University sits in the south of the city. Queen Margaret University was originally a women-only university to improve the education and diets of families in the working class but by 1877 it was open to all. The university specialises in medical and healthcare fields, as well as other sciences. Heriot-Watt is a specialist mechanics institute and the world’s first of its kind. It has campuses out in Malaysia, London and Dubai.

Popular searched areas in and around Edinburgh include:-

  • Colinton
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  • Pilton
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  • West End

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Ways to take Python Data Science Course in Edinburgh

Live Online

The same live course from home, with a live instructor and other delegates. Mirrors the classroom schedule.

Best for: starting soon, without travel.

3 days · next Mon 23 Nov 2026

See live online dates

Online Self-Paced

Study 24/7 on your own schedule through our learning platform, with progress tracking.

Best for: fitting study around work.

90 days of access

See self-paced options

Onsite

We bring the course to your team, at your premises, online or hybrid, on dates that suit you.

Best for: groups and bulk bookings.

Tailored to your team

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Package deals for Python Data Science Course in Edinburgh

Our training experts have compiled a range of course packages on a variety of categories in Python Data Science Course, to boost your career. The packages consist of the best possible qualifications with Python Data Science Course, and allows you to purchase multiple courses at a discounted rate.

Python Data Science Course in Edinburgh FAQs

What is Python for Data Science?

Python for Data Science is a specialised training focused on teaching Python's powerful tools and libraries for data analysis, visualisation, and machine learning. It equips learners with practical skills to extract valuable insights from data and solve real-world problems.

Are there any prerequisites for taking this Python Data Science Course?

This course is designed to accommodate learners from various backgrounds. While prior knowledge of Python or basic programming concepts can be helpful, it is not mandatory as the training includes foundational concepts to help learners start confidently.

What are the benefits of taking a Python Data Science Course?

The course helps you build strong data analysis and problem-solving skills. It enables you to work confidently with datasets, generate meaningful insights, and support data-driven decisions that add value across technical and business roles.

What is the duration of this training?

This course takes 3 days to complete, during which delegates participate in intensive learning sessions that cover various course topics.

What topics are covered in the Python Data Science Course?

The course covers Python fundamentals, data cleaning and manipulation, exploratory data analysis, and data visualisation techniques. It also includes working with arrays, core libraries such as NumPy and pandas, and applying analytical methods to real datasets.

Does The Knowledge Academy provide corporate training?

Yes, we provide corporate training for this Course, tailored to fit your organisation’s requirements.

Does The Knowledge Academy offer support to candidates pursuing the Python for Data Science Course?

Yes, The Knowledge Academy offers support via phone & email before attending, during, and after the course. Our customer support team is available to assist and promptly resolve any issues you may encounter.

How can I access the Python Data Science Course content?

You will be able to access the course material using MyTKA Training Portal, which is where you will find all the training materials. It will be available to you even after the training period, so that you can constantly refer to and learn.

What is the average salary hike that one can expect on completing the Python Data Science Course?

On average, professionals may see a 10–25% salary increase after completing a Python Data Science Course.

What job opportunities will I get on completing the Python Data Science Course?

Completing this course opens doors to roles such as Data Analyst, Data Scientist, Machine Learning Engineer, and Business Intelligence Analyst, offering exciting opportunities in a thriving industry.

Will this Python Data Science Course help me understand strategies for scaling a business?

The course supports better business decisions by improving data analysis and insight generation. While it does not teach business strategy directly, the skills gained help analyse trends, performance metrics, and growth opportunities effectively.

How is this Python Data Science Online Course kept updated with current industry trends?

This Python Data Science Online Course is regularly updated to reflect current tools, techniques, and industry practices. It incorporates modern use cases and evolving data science trends to ensure skills remain relevant and practical.

What should be the next step after completing the Python Data Science Course?

After completion, delegates can progress to advanced Data Science, Machine Learning, or analytics courses. Applying the skills in real projects or workplace tasks also helps reinforce knowledge and build practical experience.

What skills will I gain on completing the course?

You will gain skills in Python programming, data cleaning, analysis, and visualisation. The Course also strengthens problem-solving, analytical thinking, and the ability to work confidently with data-driven tasks.

Why choose The Knowledge Academy in Edinburgh over others?

The Knowledge Academy stands out as a prestigious training provider known for its extensive course offerings, expert instructors, adaptable learning formats, and industry recognition. It's a dependable option for those seeking this certification.

What is the cost/training fees for Python Data Science Course in Edinburgh?

The training fees for Python Data Science Course in Edinburgh starts from £3295

Which is the best training institute/provider of Python Data Science Course in Edinburgh?

The Knowledge Academy is one of the Leading global training provider for Python Data Science Course.

What are the best Data Science Courses courses in Edinburgh?

Please see our Data Science Courses courses available in Edinburgh

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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"

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