Advanced Data Analytics Certification Overview

Advanced Data Analytics Certification​ Course Outline

Domain 1: Data Analytics

Module 1: Introduction to Data Analytics

  • Data Analytics Overview
  • Types of Data Analytics
    • Descriptive Analytics
    • Diagnostic Analytics
    • Predictive Analytics
    • Prescriptive Analytics
  • Benefits of Data Analytics
  • Data Visualisation for Decision Making 
  • Data Types, Measure of Central Tendency, Measures of Dispersion
  • Graphical Techniques, Skewness and Kurtosis, Box Plot
  • Descriptive Stats
  • Sampling Variation, Central Limit Theorem, Confidence Interval
  • Optimisation Techniques for Data Analytics

Module 2: Introduction to Statistical Analysis

  • Counting, Probability, and Probability Distributions
  • Sampling Distributions
  • Estimation and Hypothesis Testing
  • Scatter Diagram
  • ANOVA and Chi-Square
  • Imputation Techniques
  • Data Cleaning
  • Correlation and Regression

Module 3: Data Wrangling with SQL

  • Introduction to SQL
  • Database Normalisation
  • Entity-Relationship Model
  • SQL Operators
  • Join, Tables, and Variables
  • SQL Functions
  • Subqueries
  • Views and Stored Procedures
  • User-Defined Functions
  • SQL Performance and Optimisation
  • Advanced Concepts
    • Correlated Subquery
    • Grouping Sets

Module 4: Presto

  • Introduction to Presto
  • Writing Queries in Presto on Large Data Sets

Module 5: Feature Engineering

  • Handling Unstructured Data
  • Machine Learning Algorithms
  • Bias Variance Trade-Off
  • Imbalance Data
  • Handling Unbalanced Data
  • Boosting
  • Model Validation
  • Hyper Parameter Optimisation
  • Advanced Machine Learning Libraries – Xgboost
  • Solving Problems on Kaggle

Domain 2: Business Analytics with Excel

Module 6: Introduction to Data Analysis with MS Excel

  • Steps to Analyse Data
  • Introduction to Tables

Module 7: Cleaning Data with Text Functions

  • Removing Unwanted Characters from the Text
    • Steps for Data Cleaning

Module 8: Sorting and Filtering

  • What is Sorting and Filtering?
  • Applying Sorting on Two Columns
  • Steps to Sort Dates and Columns by Colours
  • Apply Filtering
  • Clear Filter
  • Apply Filter on Text

Module 9: Exploring Lookup Functions

  • VLookUp Functions in Excel
  • HLookUp Functions in Excel

Module 10: Introduction to Power Pivot and Formula Auditing

  • Working with Pivot Tables
  • How to Use Power Pivot?
  • Measures
  • Dimension Tables
  • Relationships
  • Advanced Functions
  • Data Visualisation and Analysis
  • Show Formulas
  • Trace Precedents
  • Trace Dependents
  • Evaluate Formula

Module 11: DAX Variables and Formatting

  • What is DAX?
  • Data Types and Operators
  • DAX Variables
  • Formatting DAX Code
  • Debugging Errors in DAX Code
  • Progressive DAX Syntax and Functions

Module 12: Introduction to Power Map

  • Create a Power Map
  • Explore Sample Datasets in Power Map
  • Visualise Data in Power Map
  • Create a Custom Map in Power Map

Module 13: Design a Dashboard Using Data Model

  • Using PowerPoint and Excel
  • Make a Dashboard in Excel
  • Customise with Macros, Colour, etc.
  • Make a Dashboard in Smartsheet

Domain 3: Programming Basics and Data Analytics with Python

Module 14: 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 15: 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

Module 16: Python for Data Visualisation – Matplotlib

  • Overview
  • Object-Oriented Interface
  • 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 17: 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

Domain 4: Tableau Training

Module 18: Get Started

  • What is Tableau?
  • Steps in Creating Tableau Data Analysis Report
  • Navigation
  • Data Terminology
  • Design Flow
  • File Types
  • Data Types
  • Show Me

Module 19: Data Sources

  • Types of Data Sources
  • Custom Data View
  • Extracting Data
  • Fields Operations
  • Editing Metadata
  • Data Joining
  • Data Blending

Module 20: Worksheets

  • Add and Rename
  • Save and Delete
  • Reorder Worksheet
  • Paged Workbook

Module 21: Calculations

  • Operators
  • Functions
  • Calculations
    • Numeric
    • String
    • Date
    • Table
  • LOD Expressions

Module 22: Sort and Filters

  • Basic Sorting
  • Basic Filters
  • Filters
    • Quick
    • Context
    • Condition
  • Top Filters
  • Filter Operations

Module 23: Tableau Charts

  • Chart
    • Bar
    • Line
    • Pie
  • Crosstab
  • Scatter Plot
  • Bubble Chart
  • Bullet Graph
  • Box Plot
  • Tree Map
  • Bump Chart
  • Gantt Chart
  • Histogram
  • Motion Charts
  • Waterfall Charts

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Who should attend this Advanced Data Analytics Certification Course?

The Advanced Data Analytics Certification Course is designed for individuals aiming to delve deep into Data Analysis techniques, methodologies, and applications. This course can be beneficial for a wide range of professionals, including:

  • Data Scientists
  • Data Analysts
  • Business Analysts
  • Machine Learning Engineers
  • Business Intelligence Professionals
  • Database Administrators
  • Quantitative Researchers

Prerequisites of the Advanced Data Analytics Certification Course

There are no formal prerequisites for attending this Advanced Data Analytics Certification Course.

Advanced Data Analytics Certification Course Overview

The Advanced Data Analytics Certification Course is a vital exploration into the dynamic field of data analysis and interpretation. Data analytics is at the core of decision-making across industries, making this course not just relevant but indispensable. With the ever-increasing volume of data being generated, the ability to extract meaningful insights is crucial for businesses and organisations to thrive in the digital age.

Proficiency in Advanced Data Analytics is imperative for professionals across various domains, including Data Scientists, Business Analysts, Marketers, and IT Professionals. In this era of information overload, those who master data analytics possess a competitive edge, enabling them to make informed decisions, enhance operations, and drive organisational growth.

This intensive 4-day training is designed to equip delegates with the essential skills and knowledge needed to navigate the intricate landscape of Advanced Data Analytics effectively. Through hands-on experience and expert guidance, delegates will gain a deep understanding of data modelling, predictive analytics, and data visualisation techniques.

Course Objectives:

  • To learn about data visualisation that represents data graphically 
  • To understand data wrangling for unifying and cleaning messy data
  • To become familiar with the importance of sorting and filtering
  •  To design dashboard using data model that store information systematically
  • To analyse data with Python using NumPy and Pandas libraries
  • To know about Tableau charts that illustrates trends and outliers

After attending this training certification, delegates will be able to analyse and visualise the information by extracting it from raw data. They will also be able to create capstone projects such as credit card fraud detection using Machine Learning, an e-commerce sales dashboard in Excel, etc., to gain expertise in the Data Analytics field.


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

  • World-Class Training Sessions from Experienced Instructors
  • Advanced Data Analytics 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 Analytics 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 Analytics 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 Analytics 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 Analytics 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 Analytics 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 Analytics 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

What our customers are saying

Advanced Data Analytics Certification FAQs

Data Analytics assists organisations and individuals in making sense of data and typically mines raw data to get trends and insights. They use a variety of tools that enable organisations to make effective decisions and succeed.
There are no formal prerequisites for attending this Advanced Data Analytics Certification.
This training certification is curated by The Knowledge Academy for everyone who wants to equip themselves with the knowledge of Data Analytics and intermediates to take themselves to the next level.
The main steps involved in data analysis are to determine data requirements, collect data from various sources, clean it to remove errors and duplications, and then organise as well as analyse it.
Data analyst is responsible to remove corrupted data and fix related problems, analyse quality and data, use automated tools to extract data, assign numerical values to business functions, and prepare final analysis reports.
After attending this Advanced Data Analytics Certification, delegates will be able to analyse the data and extract meaningful information from the raw data. They will also be able to collect, clean, and store data for further use and draw appropriate conclusions from that information.
In this Advanced Data Analytics Certification, you will learn about full-fledge concepts of data analytics, data visualisation for decision making, data wrangling with SQL, various Python libraries, Power Pivot and formula auditing, DAX variables and formatting, and other engrossing topics.
The price for Advanced Data Analytics Certification certification in Australia starts from AUD6695
The Knowledge Academy is the Leading global training provider for Advanced Data Analytics Certification.
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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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