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 Training 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 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 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.

The Python Data Science Training Course has been meticulously crafted to empower delegates with the programming skills necessary for the field of Data Science. Throughout this Data Science Training, delegates will delve deeply into the realm of visualising three-dimensional functions, gaining proficiency in techniques such as histograms, binning, and density estimation.

In this 3-day course offered by The Knowledge Academy, delegates will be immersed in a comprehensive learning experience. They will discover how to construct arrays from the ground up, working with both Python lists and custom arrays. Additionally, delegates will develop a profound understanding of data manipulation using the powerful panda’s library.

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

You’ll also get access to the MyTKA Training Portal, which will be your go to hub for all your training.
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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Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Python Data Science Course 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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Live classes

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

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Interactive

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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Expertise

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

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Global Reach

With classes running in all timezones, access any of our courses and course material from anywhere, anytime.

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.

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 CIPD Level 3 Foundation Certificate in People Practice 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 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

Package deals for Python Data Science Course

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 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 for 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 is the benefit of taking Python for Data Science Training?

By completing this training, learners gain in-demand data analysis skills, an understanding of machine learning techniques, and the ability to work with real-world datasets. This enhances career prospects in the rapidly growing data science field.

What is the purpose of Python for Data Science Course?

The primary purpose of this course is to enable learners to apply Python to perform data manipulation, analysis, and visualisation, empowering them to make data-driven decisions and contribute effectively to organisational growth.

What is included in the Python for Data Science Training?

The training includes comprehensive coverage of Python fundamentals, data manipulation with libraries like Pandas, data visualisation with Matplotlib and Seaborn, and introductions to machine learning using Scikit-learn. Hands-on exercises ensure practical application.

What is the duration of this Python for Data Science Course?

The duration of this Python for Data Science Course is 3-Days.

Do you provide self-paced Python for Data Science Training?

Yes, self-paced learning options are available for this course, allowing learners to study at their convenience while accessing high-quality content, interactive modules, and support to guide their learning journey.

Do you provide corporate training for this Python for Data Science Course?

Yes, corporate training is available, tailored to meet organisational goals. It helps teams develop essential data science skills, enabling businesses to enhance efficiency and data-driven decision-making capabilities.

Do you offer 24/7 support for this Python for Data Science Training?

Yes, 24/7 support is provided to address any queries or technical issues during the training. Our dedicated support team ensures a smooth and uninterrupted learning experience.

What are the career opportunities after completing this Python for Data Science Certification?

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

Who should I contact if I am unable to access my Python for Data Science Training?

If you face any issues accessing your training, please contact our support team. They are available around the clock to assist and resolve any concerns promptly.

Will I get a certificate after completing the Python for Data Science Course?

Yes, upon successful completion of the course, you will receive a certificate that demonstrates your proficiency in Python for Data Science, enhancing your professional credibility.

What will I learn in this Python for Data Science Training Course?

This course covers Python basics, data manipulation, visualisation techniques, and an introduction to machine learning. Learners gain hands-on experience working with real datasets, preparing them for real-world applications.

Why choose The Knowledge Academy in South Africa 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 South Africa?

The training fees for Python Data Science Coursein South Africa starts from R32995

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

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

What are the best Data Science Courses courses in South Africa?

Please see our Data Science Courses courses available in South Africa

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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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