Big Data And Analytics Training | High-Dimensional Data Analysis Masterclass in Edinburgh

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High-Dimensional Data Analysis Masterclass

Edinburgh

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High-Dimensional Data Analysis Masterclass Course Outline

Module 1: Introduction to High-Dimensional Data Analysis

Defining High-Dimensional Data
Why High-Dimensional Data Analysis Matters?
Challenges and Complexities in High-Dimensional Data
Real-World Applications and Examples
Ethical Considerations in Data Analysis

Module 2: Data Preprocessing and Dimension Reduction

Data Cleaning and Quality Assurance
Feature Selection Vs Feature Extraction
Principal Component Analysis
t-Distributed Stochastic Neighbour Embedding (t-SNE)
Handling Missing Data in High Dimensions

Module 3: Exploratory Data Analysis (EDA)

Visualising High-Dimensional Data
Scatterplot Matrices and Heatmaps
Clustering Techniques
Dimensionality Reduction for EDA
Identifying Outliers and Anomalies

Module 4: Machine Learning for High-Dimensional Data

Supervised Vs Unsupervised Learning
Classification and Regression in High Dimensions
Ensemble Learning Approaches
Regularisation Techniques
Handling Imbalanced Data

Module 5: Feature Engineering and Selection Strategies

Domain Knowledge and Feature Engineering
Recursive Feature Elimination
Feature Importance Analysis
Dealing with High Correlations
Feature Engineering for Specific Domains

Module 6: Advanced Dimension Reduction Techniques

Non-Negative Matrix Factorization
Independent Component Analysis
Manifold Learning
Autoencoders and Neural Network-based Dimensionality Reduction
Application-Specific Approaches

Module 7: Multivariate Analysis in High Dimensions

Multivariate Regression and Analysis of Variance (ANOVA)
Canonical Correlation Analysis (CCA)
Partial Least Squares (PLS)
MANOVA and Multivariate Classification
Multivariate Time Series Analysis

Module 8: Big Data and High-Dimensional Data Analysis

Challenges of Big Data in High Dimensions
Distributed Computing Frameworks
Scalable Algorithms for High-Dimensional Data
Real-Time Analysis of Streaming High-Dimensional Data

Who should attend this High-Dimensional Data Analysis Masterclass?

The High-Dimensional Data Analysis Masterclass is tailored for professionals and researchers who work with complex datasets and seek advanced techniques to extract meaningful insights. This course is valuable for a diverse range of individuals, including:

Data Scientists
Machine Learning Engineers
Statisticians
Researchers
Business Analysts
Bioinformaticians
Quantitative Analysts

Prerequisites of the High-Dimensional Data Analysis Masterclass

There are no formal prerequisites for the High-Dimensional Data Analysis Masterclass Course. Participants should ideally have a fundamental understanding of data analysis concepts and some experience working with datasets.

High-Dimensional Data Analysis Masterclass Course Overview

High-Dimensional indicates that the number of dimensions are staggeringly high so that calculations become very complex, and with high dimensional data, the count of features can beat the number of views. High-dimensional statistics concentrate on data sets in which the quantity of components is similar to or larger than the number of observations. Data Analysis systematically applies statistical and logical methods to illustrate, describe, condense, and evaluate data. It can help organisations to evaluate their ad campaigns, better know their customers, personalise content, create content strategies, and improve products. Every business is using data analytics to increase its performance and improve the bottom line. Therefore, there is high demand for professionals who have in-depth knowledge and skills using Data Analysis. Choosing this course can help you take a wonderful career move, and professionals working in this field can easily demand an impressive salary.

Our 1-day High-Dimensional Data Analysis Masterclass Training course aims to provide delegates with a comprehensive knowledge of data analysis. During this course, delegates will learn about oracle and adaptive compound decision rules for FDR control, classical approaches, statistical methods in eQTL studies, regularised cox regression, combining for adaptation and many more. They will also learn about various regularised methods for the accelerated failure time model and theoretic approach to large-scale multiple testing. Our highly professional trainer with years of experience in teaching such courses will conduct this training course and will help you get a complete understanding of this course.

Course Objectives

To understand the concept and challenges of high-dimensional data
To apply pre-processing and dimension reduction techniques
To conduct exploratory and multivariate data analysis
To implement machine learning strategies for complex datasets
To utilize advanced feature selection and engineering methods
To integrate big data tools for high-dimensional analysis
To develop skills for real-time data analysis applications

After attending this training, delegates will be empowered to apply high-dimensional data analysis techniques confidently and effectively. They will be able to identify, clean, and transform high-dimensional data into a more manageable form, use exploratory data analysis to uncover hidden patterns, and apply various machine learning models to predict and classify complex datasets.

What’s Included in this High-Dimensional Data Analysis Masterclass?

World-Class Training Sessions from Experienced Instructors
High-Dimensional Data Analysis Certificate
Digital Delegate Pack

Why choose us

Our Edinburgh venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Edinburgh is the capital of Scotland and is the second largest in the country. It has a population of around 490,000 people and is home to the Scottish Parliament. The Edinburgh Fringe is a great mark of culture in the city and is seen as the largest international arts festival in the world. It takes place every year. The city is best known for its education, particular in the field of medicine, literature, science and engineering. The University of Edinburgh was founded in 1582 and is ranked 17^th in the World University Rankings. It educates around 21,000 students and its famous alumni include Charles Darwin, Alexander Graham Bell and Joseph Lister. It’s a very tricky university to get into, as it receives around 50,000 applications every year but can only accept around 11% of these.

There are about 95 primary schools and around 25 secondary schools in Edinburgh which are all administered by the City of Edinburgh Council. Also in Edinburgh is The Royal High School which is one of the oldest schools in Scotland and in the world. Many independent and private schools run in Edinburgh including George Watson’s College, Merchiston Castle School and Edinburgh Academy.

Edinburgh has one Gaelic primary school; Bun-sgoil Taobh na Pàirce. There are three other universities in Edinburgh; Queen Margaret University, Heriot-Watt University and Napier Technical College. Queen Margaret University is located on the border of Edinburgh while Edinburgh Napier University sits in the south of the city. Queen Margaret University was originally a women-only university to improve the education and diets of families in the working class but by 1877 it was open to all. The university specialises in medical and healthcare fields, as well as other sciences. Heriot-Watt is a specialist mechanics institute and the world’s first of its kind. It has campuses out in Malaysia, London and Dubai.

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Address

Edinburgh

T: 01344203999

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Big Data And Analytics Training | High-Dimensional Data Analysis Masterclass in Edinburgh. 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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Unlock your potential with The Knowledge Academy's Big Data And Analytics Training | High-Dimensional Data Analysis Masterclass in Edinburgh, 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.

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Experience the most sought-after learning style with The Knowledge Academy's Big Data And Analytics Training | High-Dimensional Data Analysis Masterclass in Edinburgh. 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 Big Data And Analytics Training | High-Dimensional Data Analysis Masterclass in Edinburgh 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

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Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite 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 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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What our customers are saying

Big Data And Analytics Training | High-Dimensional Data Analysis Masterclass in Edinburgh FAQs

What do you mean by multidimensional analysis?

Multidimensional analysis is the interpretation of dimension objects designed in meaningful hierarchies. The multidimensional analysis lets operators recognise data from different viewpoints. A scale is an ordered sequence of similar dimensions.

What are the pre-requisites?

In this High-Dimensional Data Analysis Masterclass course, there are no formal prerequisites. However, a basic understanding of Data Analysis gives more benefit to delegates.

Who should attend this course?

This High-Dimensional Data Analysis Masterclass course provided by The Knowledge Academy is ideal for anyone who wants to learn and get knowledge about Data Analysis. However, it is more beneficial for: • Data Analysts • Data Scientists

Which tools are best suited for multidimensional data analysis?

Xplenty, IBM Cognos, Micro Strategy, Palo OLAP Server, Apache Kylin, icCube, Pentaho BI, Mondrian, OBIEE, and etc., are the best tools for multidimensional data analysis.

Why is SVM good for high dimensional data?

Support Vector Machine (SVM) was mainly meant to create a highly generalisable classifier for double classification. SVM transforms the unique feature into a higher-dimensional space based on a defined user core function.

What is the duration of this course?

This course is [ 1 ] day(s)

What are the various benefits of data analysis to the organisation?

Benefits of data and analytics for positive business outcomes are proactivity and anticipating needs, mitigating risk and fraud, delivering relevant products, personalisation and service, improving the customer experience, etc.

What will you learn in this High-Dimensional Data Analysis Masterclass training course?

This High-Dimensional Data Analysis Masterclass training course aims to provide you with a comprehensive knowledge of Data Analysis. During this course, you will learn about classical approaches, bayesian and stochastic search, regularisation, sufficient variable selection, combining for adaptation, statistical models, and many more.

What is the cost/training fees for High-Dimensional Data Analysis Masterclass in Edinburgh?

The training fees for High-Dimensional Data Analysis Masterclassin Edinburgh starts from £1995

Which is the best training institute/provider of High-Dimensional Data Analysis Masterclass in Edinburgh?

The Knowledge Academy is the Leading global training provider for High-Dimensional Data Analysis Masterclass.

What are the best Big Data and Analytics Training courses in Edinburgh?

Please see our Big Data and Analytics Training courses available in Edinburgh

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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