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 Bolton? We specialise in corporate group training and bulk bookings for organisations of all sizes in Bolton. 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 Bolton 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.

Bolton is a town located in Manchester, North West England. It owes its development to its production of textiles throughout history and was the global centre of cotton spinning until the 1980s. It lies ten miles away from the city of Manchester. The Metropolitan Borough of Bolton manages the schools in Bolton. These include Bolton Muslin Girls’ School, The Valley Primary School, Eden Boys’ School and Haslam Park Primary School. There are also special and alternative education schools including Firwood School and Thomasson Memorial School. The University of Bolton is located in the town and has been an official university since 2005. It educates around 9000 students every year. Other further education establishments include Bolton College, Bolton Six Form College and Bolton Wanderers Free School. The rate of unemployment in Bedford is at 3.5%. This is lower than the national average of England which is 7.6%. 

Nearby Locations include:

  • Harwood
  • Belmont
  • Bradshaw
  • Horwich
  • Westhoughton
  • Ainsworth
  • Egerton
  • Farnworth
  • Turton
  • Lostock
  • Kearsley
  • Blackrod
  • Little Lever
  • Bromley Cross
  • Edgworth
  • Smithills
  • Breightmet
  • Wingates Industrial Estate
  • Over Hulton
  • Bradley Fold

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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.

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Join a scheduled class with a live instructor and other delegates.

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Engage in activities, and communicate with your trainer and peers.

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Global Pool of the Best Trainers

We handpick from a global pool of expert trainers for our Online Instructor-led courses.

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With 10+ years of quality, instructor-led training, we equip professionals with lasting skills for success.

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Access Python Data Science Course in Bolton delivered by one of the largest training providers, with scalable instructor-led classes, accessible worldwide.

Master Python Data Science Course with a flexible yet structured approach that combines live, expert-led sessions and self-paced study. With Weekly one-to-one tutor support and consistently high pass rates, you’ll receive tailored guidance and achieve real results.

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Structured Yet Flexible Learning

Take part in scheduled, instructor-led sessions with real-time feedback, while enjoying the freedom to study independently. Interactive resources and progress tracking tools help you stay motivated and on target.

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Engaging & Interactive Training

Join dynamic live sessions featuring discussions, practical activities, and peer collaboration. Learn from Python Data Science Course industry experts and reinforce your knowledge with self-paced modules—plus, connect with professionals in your field.

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Expert-Led Course

Gain valuable insight from experienced trainers during live sessions, and revisit course materials anytime to deepen your understanding. This method offers the ideal balance between expert guidance and independent learning.

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Global Training Accessibility

Access top-quality training across time zones—anytime, anywhere. Whether at home or on the go, our expert-led sessions and flexible study materials support your goals, and help you on the journey towards the certification.

Learn Python Data Science Course through The Knowledge Academy’s Online Self-Paced Learning. This flexible and structured format supports your training goals and enables every professional to build skills with confidence.

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Flexible Learning

Access Python Data Science Course resources 24/7 to maintain steady progress, complete regular assessments or tasks, and upskill effectively alongside work commitments.

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Expert-Developed Content

Our Online Course content is designed by experienced trainers to ensure accuracy, relevance, and practical value.

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Global Training Provider

Access Python Data Science Course in Bolton from a trusted global training provider delivering consistent learning to professionals worldwide.

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Cost-Effective Training

Benefit from the cost-effective Python Data Science Course that delivers high-quality course content without compromising learning outcomes.

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Interactive LMS

Track performance, download resources, and receive AI-enabled support through The Knowledge Academy’s dedicated Learning Management System.

Experience the most sought-after learning style with The Knowledge Academy's Python Data Science Course 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 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

We’re updating the schedule!

We’re currently in the process of updating the schedule for this course. For upcoming dates and pricing, please get in touch with us. We’ll be happy to help you find the best option for your training.

Package deals for Python Data Science Course in Bolton

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.

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Flexible delivery methods are available depending on your learning style.

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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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