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Postgraduate Studies in Big Data & Analytics in Business and Management (Leuven)

Postgraduate

In Leuven ()

Price on request

Description

  • Type

    Postgraduate

  • Duration

    Flexible

The programme is founded on the lecturers' experience of advising and collaborating with industry and governmental organisations in Belgium and abroad. After successful completion of the programme, participants will be up-to-date with the latest developments related to big data and analytics. Furthermore, they will understand how to apply these techniques in practice and create value for their organisation. The programme is relevant for participants from different sectors: business (marketing, finance, auditing, HR, CRM, consulting), government (fraud, open data, process optimization), healthcare (care flows, data-driven diagnostics), media (sentiment analysis, opinion mining, usability analytics), education (evidence-based performance management, learning analytics), energy & transport (smart data).

About this course

This programme will foremost provide participants with a thorough understanding of big data and analytics techniques. In addition, participants will be trained to reason about practical applications of these techniques and how their deployment can create business value. Finally, the programme will detail how to think critically about the different ways to set up and run big data and analytics from an organizational perspective. The interdisciplinary focus on technical skills combined with an understanding of how technology can be applied practically is the Unique Selling Point of this programme.
After completion of the programme, participants know about the latest developments in the field big data and analytics and particularly about their use and deployment in business applications. More specifically, they are able to:
* Describe the characteristics of different analytical techniques and explain why certain techniques are more or less appropriate for a given application;
* Evaluating analytical models on the basis of well-known evaluation metrics;
* Assess the added value of the use of analytical models and support this assessment with concrete arguments so as to be able to build a business case for a particular application;

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Reviews

This centre's achievements

2020

All courses are up to date

The average rating is higher than 3.7

More than 50 reviews in the last 12 months

This centre has featured on Emagister for 5 years

Subjects

  • Business and Management
  • Compliance
  • Marketing
  • Data security
  • Data Quality
  • Analytics
  • Big Data
  • Data science
  • Process Discovery
  • Insurance analytics
  • Graph databases

Course programme

The programme addresses 5 main aspects of Big Data and Analytics:

1. Fundamentals of Data Analytics
  • Predictive analytics: supervised learning techniques
  • Descriptive analytics: unsupervised learning techniques
  • White-box vs. black-box techniques
  • The analytics process model
  • Data collection and exploration
  • Input selection
  • Model evaluation
2. Big Data Technologies
  • Hadoop and other distributed file systems
  • The MapReduce paradigm
  • Big Data analytics using Apache Spark and H20
  • NoSQL databases
  • Graph databases
3. Analytics Business Applicatons
  • Recommender systems
  • Insurance analytics
  • Fraud detection
  • HR analytics
  • Social network analytics
  • Marketing analytics
  • Decision analytics and deployment
  • Formal Concept Analysis
4. Process Analytics
  • Process discovery
  • Event log data
  • Conformance checking
  • Predictive process mining
5. Managing Big Data and Analytics Projects and teams
  • Data science process
  • Model deployment
  • Valorization of analytics
  • Analytics and IT integration
  • Data quality
  • Data security and compliance
  • Ethics and privacy

Postgraduate Studies in Big Data & Analytics in Business and Management (Leuven)

Price on request