Python Data Science Course Overview

Python Data Science Training 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 Training Course?

This Python Data Science Course is designed to instruct Software Developers and Data Scientists in the advanced principles of utilising Python for Data Science Applications. The following professionals can benefit from this course:

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

Prerequisites of the Python Data Science Training Course

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

Python Data Science Training Course Overview

Python is an open-source programming language known for its premier status and robust capabilities. It is also renowned for its user-friendly nature and extensive libraries tailored for data manipulation and analysis. This versatile language accommodates multiple programming paradigms, including object-oriented, functional, and structured programming.

Understanding Python for data science is crucial for professionals aiming to master the subject. Data scientists, analysts, and anyone working with large datasets benefit from the efficiency and flexibility Python offers. Proficiency in this language opens doors to advanced data manipulation techniques, aiding professionals in extracting meaningful insights and patterns from complex datasets.

This 3-day Python Data Science Training by the Knowledge Academy is designed to equip delegates with essential programming skills. Participants will explore three-dimensional function visualisation, mastering techniques such as histograms, binning, and density estimation. The course dives deep into constructing arrays, working with Python lists and custom arrays, and enhances data manipulation skills using the powerful Pandas library.

Course Objectives:

  • To empower participants with essential Python programming skills for data science
  • To provide in-depth knowledge of three-dimensional function visualisation techniques
  • To enable participants to customise plot legends and colorbars for effective data representation
  • To teach the construction of arrays, working with Python lists and custom arrays
  • To enhance data manipulation skills, including reorganising multi-indices and merging datasets

Upon completing this course, delegates will benefit from an enriched skill set in Python for data science, enabling them to tackle complex data analysis tasks with confidence. They will gain proficiency in visualising and interpreting data, ultimately enhancing their value as professionals in the rapidly evolving field of data science.

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What’s included in this Python Data Science Training Course?

  • World-Class Training Sessions from Experienced Instructors 
  • Python Data Science Certificate 
  • Digital Delegate Pack

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Why choose us

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Python Data Science Course. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Python Data Science Course, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Experience the most sought-after learning style with The Knowledge Academy's Python Data Science Course. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led Python Data Science Course sessions.

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Highly experienced trainers

Boost your skills with our expert trainers, boasting 10+ years of real-world experience, ensuring an engaging and informative training experience

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State of the art training venues

We only use the highest standard of learning facilities to make sure your experience is as comfortable and distraction-free as possible

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Small class sizes

Our Classroom courses with limited class sizes foster discussions and provide a personalised, interactive learning environment

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Great value for money

Achieve certification without breaking the bank. Find a lower price elsewhere? We'll match it to guarantee you the best value

Streamline large-scale training requirements with The Knowledge Academy’s In-house/Onsite Python Data Science Course at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our Python Data Science Course offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

What our customers are saying

Python Data Science Course FAQs

Python is a widely used programming language in the field of Data Science as its built-in mathematical libraries help perform various tasks like data cleaning, data analysis, data visualisation, and machine learning efficiently.
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 can provide support via phone & email prior to attending, during and after the course.
This course consists of a delegate pack consisting of course notes and exercises, a manual, and an Experienced Instructor.
Learning Python would be greatly beneficial for Data Science as Python is a popular programming language and is also one of the easier programming languages to learn. Data Science is a challenging field, so learning to apply Python for Data Science might be difficult at first.
Due to its versatility, visualisation, and powerful libraries, Python has become a popular choice for Data Scientists. As the demand for data-driven insights continues to grow across industries, proficiency in Python for Data Science opens numerous career opportunities.
The price for Python Data Science Course certification in the United Kingdom starts from £2995
The Knowledge Academy is the Leading global training provider for Python Data Science Course.
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Why choose us

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Best price in the industry

You won't find better value in the marketplace. If you do find a lower price, we will beat it.

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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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