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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
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.
What’s included in this Advanced Data Analytics Certification Course?
- World-Class Training Sessions from Experienced Instructors
- Advanced Data Analytics Certificate
- Digital Delegate Pack
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.
Live classes
Join a scheduled class with a live instructor and other delegates.
Interactive
Engage in activities, and communicate with your trainer and peers.
Global Pool of the Best Trainers
We handpick from a global pool of expert trainers for our Online Instructor-led courses.
Expertise
With 10+ years of quality, instructor-led training, we equip professionals with lasting skills for success.
Global Reach
With classes running in all timezones, access any of our courses and course material from anywhere, anytime.
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.
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.
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 Course 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 Course 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
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Paul Cross
Advanced Data Analytics Course FAQs
Advanced data analytics involves the use of sophisticated techniques, tools, and algorithms to uncover deeper insights, patterns, and predictions from large datasets, enabling informed decision-making and strategic improvements across various industries.
Advanced data analytics can be challenging, as it requires understanding complex statistical methods, programming, and data visualisation tools. However, with structured training and practice, these skills become manageable and rewarding.
The four types of advanced analytics are descriptive analytics (summarising data), diagnostic analytics (understanding causes), predictive analytics (forecasting outcomes), and prescriptive analytics (suggesting optimal actions based on predictions).
To become an Advanced Data Analyst, develop strong skills in statistics, programming languages like Python or R, and data visualisation tools. Pursue relevant training, gain practical experience, and stay updated with industry trends.
Data analytics focuses on examining historical data to identify trends, while advanced analytics goes further by employing predictive and prescriptive techniques to anticipate future outcomes and provide actionable recommendations.
This course is ideal for professionals seeking to enhance their expertise in data-driven decision-making, including Data Analysts, Business Intelligence Specialists, and individuals aspiring to specialise in advanced analytics techniques.
There are no formal prerequisites for attending this Advanced Data Analytics Certification Course.
Yes, we provide corporate training for this course, tailored to fit your organisation’s requirements.
The training enhances analytical skills, improves decision-making capabilities, and equips learners with advanced tools and techniques. It opens doors to career advancement and boosts confidence in managing complex datasets effectively.
The Knowledge Academy provides flexible self-paced training for this course. Self-paced training is beneficial for individuals who have an independent learning style and wish to study at their own pace and convenience.
In this training course, delegates will have intensive training with our experienced instructors, a digital delegate pack consisting of important notes related to this course, and a certificate after course completion.
This course takes 4 days to complete during which delegates participate in intensive learning sessions that cover various course topics.
Yes, The Knowledge Academy offers 24/7 support via phone & email before attending, during, and after the course. Our customer support team is available to assist and promptly resolve any issues you may encounter.
You will learn advanced data analysis techniques, including statistical modelling, machine learning, predictive analytics, and data visualisation. The course also covers best practices for deriving insights and making data-driven decisions.
You can attend the course online by registering through The Knowledge Academy's website. Sessions are typically delivered via live classes or recorded materials, allowing flexible access from any location.
This training can lead to roles such as Advanced Data Analyst, Business Intelligence Analyst, Data Scientist, or Analytics Consultant, depending on your prior experience and career aspirations.
The certification aims to validate your expertise in advanced data analysis techniques, empowering you to apply these skills effectively in real-world scenarios and enhancing your professional credibility.
The difficulty level varies based on prior knowledge. While challenging, the courses are designed to support learners with foundational skills, progressing into advanced concepts through clear instructions and practical examples.
This certification signifies your advanced understanding of analytics, increasing your professional value, showcasing your skills to employers, and demonstrating your commitment to continuous professional development.
This certification benefits data analysts, business intelligence professionals, data scientists, and professionals in decision-making roles who wish to elevate their analytical capabilities and career potential.
This course equips you with cutting-edge skills in advanced analytics, broadening your career opportunities, improving decision-making capabilities, and enabling you to make meaningful contributions to your organisation.
If you are unable to access your training, contact the support team at The Knowledge Academy via their customer service email or phone number provided on their website for prompt assistance and resolution of your issue.
After completing the course, apply your advanced analytics skills in your current role, pursue new career opportunities, or further specialise by exploring related certifications in machine learning or big data.
Most advanced data analytics courses include an assessment to evaluate your understanding of the concepts and techniques taught. Successful completion often results in certification.
The Knowledge Academy in Luxembourg 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 course.
The training fees for Advanced Data Analytics Coursein Luxembourg starts from €4095
The Knowledge Academy is the Leading global training provider for Advanced Data Analytics Course.
Please see our Big Data and Analytics Training courses available in Luxembourg
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.
"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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