Advanced Data Analytics Course 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 Training 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

Advanced Data Analytics stands at the forefront of enabling businesses and organisations to make data-driven decisions. By leveraging complex datasets, analytics techniques, and tools, professionals can uncover valuable insights, predict trends, and optimise operations, making it a critical skill in today’s data-centric world.

Proficiency in Advanced Data Analytics is crucial for data scientists, business analysts, and IT professionals who aim to excel in predictive analytics, extensive data analysis, and visualisation. Mastering this domain enables them to drive strategic decisions, enhance business outcomes, and maintain a competitive edge in the rapidly evolving digital landscape.

This 4-day training is designed to equip delegates with the knowledge and skills to apply advanced analytics techniques effectively. Participants will learn to navigate complex data, utilise modern analytics tools, and implement best practices in data analysis, preparing them for immediate application in real-world scenarios and advancing their careers.

Course Objectives

  • To understand the foundational and advanced principles of data analytics
  • To learn to apply statistical models and machine learning algorithms for predictive analytics
  • To gain proficiency in using leading analytics software and tools
  • To develop skills in data visualisation and interpretation of results for strategic decision-making
  • To enhance data handling capabilities, including big data platforms

After completing this Data Analytics Course, delegates will receive a certification, signifying their ability to handle complex analytics projects. This certification boosts career prospects, showcases expertise, and empowers data-driven contributions in organisations.

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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 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 Advanced Data Analytics 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 Advanced Data Analytics 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 Advanced Data Analytics 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 Advanced Data Analytics 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 Advanced Data Analytics 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

Advanced Data Analytics Course FAQs

Data analytics is the process of examining data sets to draw conclusions about the information they contain, using specialised software and systems to identify patterns and trends.
There are no formal prerequisites for attending this Advanced Data Analytics Course.
This Data Analytics Course is suited for aspiring data professionals, business analysts, marketing analysts, and anyone interested in harnessing data for strategic decision-making and insights.
This Data Analytics Course offers expertise in data handling, enhances analytical skills, provides industry-recognised credentials, boosts employability, and prepares participants for data-driven decision-making roles.
In this Data Analytics Training Course, you'll learn data manipulation, analysis techniques, data visualisation, statistical methods, predictive analytics, using tools like Excel, SQL, Python, and R for real-world data analysis projects.
Yes. The Knowledge Academy offers 24/7 support for delegates before, during, and after this course. Our customer support team is available to assist and promptly resolve any issues.
This course is a 4-day training course during which delegates participate in intensive learning sessions that cover various course topics.
The Knowledge Academy provides flexible self-paced training for Data Analytics Courses. Self-paced training is beneficial for individuals who have an independent learning style and wish to study at their own pace and convenience.
Upon completing a Data Analytics Course, you can expect roles such as Data Analyst, Business Intelligence Analyst, Data Visualisation Specialist, Junior Data Scientist, and Analytics Consultant, among others, in various sectors.
Yes, we provide corporate training for this course, tailored to fit your organisation’s requirements.
The training fees for Advanced Data Analytics Course certification in Puerto Rico starts from $4395
The Knowledge Academy is the Leading global training provider for Advanced Data Analytics Course.
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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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