Advanced Data Science Certification Overview

Advanced Data Science Certification​ Course Outline

Module 1: Python for Data Analysis - NumPy

  • Introduction to NumPy
  • NumPy Arrays
  • Aggregations
  • Computation on Arrays: Broadcasting
  • Comparison, Boolean Logic and Masks
  • Fancy Indexing
  • Sorting Arrays
  • NumPy’s Structured Arrays

Module 2: Python for Data Analysis – Pandas

  • Installing 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 3: Python for Data Visualisation – Matplotlib

  • Overview
  • Object-Oriented Interface
  • Two interfaces
  • Simple Line Plots and Scatter Plots
  • Visualising Errors
  • Contour Plots
  • Histograms, Binnings and Density
  • Customising Plot Legends
  • Customising Colour Bars
  • Multiple Subplots
  • Text Annotation
  • Three-Dimensional Plotting

Module 4: Python for Data Visualisation – Seaborn

  • Installing Seaborn and Load Dataset
  • Plot the Distribution
  • Regression Analysis
  • Basic Aesthetic Themes and Styles
  • Distinguish between Scatter Plots, Hexbin Plots and KDE Plots
  • Use Boxplots and Violin Plots
  • Compare the Use Cases of Swarn Plots, Bar Plots Strip Plots, and Categorical Plots
  • Recall Some of the Use Cases and Features of Seaborn

Module 5: Machine Learning

  • Introduction
  • Importance
  • Types
  • How Does Machine Learning Works?
  • Machine Learning Mathematics

Module 6: Natural Language Processing

  • Introduction to NLP
  • NLP and Writing Systems
  • Advantages
  • NLP Applications

Module 7: Deep Learning

  • Introduction
  • Importance
  • Working

Module 8: Big Data

  • Big Data Analytics
  • State of Practice in Analytics
  • Main Roles for New Big Data Ecosystem
  • Phases of Data Analytics Lifecycle

Module 9: Working with Data in R

  • Data Manipulation in R
  • Data Clean Up
  • Reading and Exporting Data
  • Importing Data
  • Charts and Graphs

Module 10: Regression in R

  • Regression Analysis
  • Linear Regression
  • Logistic Regression
  • Multiple Regression
  • Normal Distribution
  • Binomial Distribution

Module 11: Modelling Data

  • What are the Relationships?
  • Viewing Relationships
  • Creating Relationships
  • Cardinality
  • Cross Filter Direaction
  • What is DAX?
  • Syntax
  • Functions
  • Row Context
  • Calculated Columns
  • Calculated Tables
  • Measures

Module 12: Shaping and Combining Data using Power BI

  • Query Editor
  • Shaping Data and Applied Steps
  • Advanced Editor
  • Formatting Data
  • Transforming Data
  • Combining Data

Module 13: Interactive Data Visualisations

  • Page Layout and Formatting
  • Multiple Visualisation
  • Creating Charts
  • Using Geographic Data
  • Histograms
  • Power BI Admin Portal
  • Service Settings
  • Desktop Settings
  • Dashboard and Report Settings

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Who should attend this Advanced Data Science Certification Course?

This Advanced Data Science Certification Course is tailored for individuals seeking to enhance their expertise in the field of data science. This training is particularly beneficial for professionals such as:

  • Experienced Data Analysts
  • Data Scientists
  • Machine Learning Engineers
  • Statisticians
  • Business Analysts
  • AI Developers
  • Entrepreneurs
  • Researchers

Prerequisites of the Advanced Data Science Certification Course

There are no formal prerequisites for the Advanced Data Science Certification Course. However, having prior knowledge of multiple programming languages will be beneficial for the delegates.

Advanced Data Science Certification Course Overview

In today's data-driven world, the demand for professionals with expertise in data science is soaring, and this Advanced Data Science Certification stands as a beacon for individuals seeking to navigate the intricate landscape of data science. Covering critical topics such as NumPy arrays, regression analysis, Machine Learning mathematics, and more, this training provides a robust foundation for those eager to harness the power of data.

Business Analysts, Data Engineers, Software Developers, and even executives can benefit significantly from mastering data science. In an era where every bit of data holds invaluable insights, those well-versed in data science possess a distinct advantage. They can unravel complex patterns, make informed decisions, and drive innovation.

The Knowledge Academy 4-day Advanced Data Science Certification Course is designed to empower delegates with practical knowledge and hands-on skills. It delves into essential concepts such as working with time series, three-dimensional plotting, data analytics lifecycle phases, and data manipulation using Power BI. By the end of this training, delegates will emerge as adept Data Scientists capable of working with data at expert-level

Course Objectives

  • To provide a comprehensive understanding of basic and advanced data science concepts
  • To equip delegates with practical skills in tools such as Pandas and Power BI
  • To cover critical topics like NumPy arrays, regression analysis, and Machine Learning mathematics
  • To empower Business Analysts, Data Engineers, Software Developers, and executives with data science proficiency
  • To enable delegates to unravel complex patterns and make informed decisions through data-driven insights
  • To ensure delegates emerge as adept Data Scientists capable of tackling real-world data challenges

Upon completion of this training, delegates will not only possess a solid foundation in data science but also practical skills in tools like Pandas and Power BI. This empowers them to analyse data effectively, make informed decisions, and contribute meaningfully to their organisations' success.

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What’s included in this Advanced Data Science Certification Course?

  • World-Class Training Sessions from Experienced Instructors  
  • Advanced 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 Advanced Data Science Certification. 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 Advanced Data Science Certification, 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 Advanced Data Science Certification. 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 Advanced Data Science Certification sessions.


Highly experienced trainers

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


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


Small class sizes

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


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 Advanced Data Science Certification at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.


Tailored learning experience

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


Maximise your training budget

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


Team building opportunity

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


Monitor employees progress

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

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Advanced Data Science Certification FAQs

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The training fees for certification in Australia starts from AUD6695
The Knowledge Academy is the Leading global training provider for .
Please see our courses available in Australia
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Why choose us


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.


Many delivery methods

Flexible delivery methods are available depending on your learning style.


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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Advanced Data Science Certification in Australia

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