Data Analytics

As the number of sensors increases, it becomes increasingly difficult to make the right conclusions from the flood of available information. Methods of data analysis, such as Machine learning can help identify essential patterns in the data and ultimately use them to provide better products and better sensors that ultimately optimize business processes.

Our basic motivation is to design and harness robust tracking algorithms and data analysis techniques using both machine learning and statistical methods. The focus is also on hybrid methods that take advantage of both aspects.

Our Research Areas

 

Efficient AI

Use cases and our offering for optimizing and executing AI-based processing chains on embedded systems.

 

Reinforcement Learning

We use automation everywhere in our daily lives. So it's even more important that everything works fine. Meanwhile, potential errors can be corrected by the machines themselves...

 

Machine Learning meets Quantum Computing

The development of a quantum computer is no longer a fiction. With entangled qubits, complex computation paths can be solved at the same time.

 

Machine Learning Forum

Education opportunities for students and developers in industry.

Competences

 

Machine Learning

In machine learning, the system can learn from examples and generalize and implement them after completing the learning phase...

 

Fusion

A single technology can not usually meet all requirements. One solution is the fusion of multiple technologies and information...

 

Positioning

The localization competence of Fraunhofer IIS can also be used in the field of data analytics. Exact position determination can also be elementary here...

 

Deep Compression

Artificial intelligence is mostly implemented with Deep Learning, which enables more efficient transfer and execution. The savings in time and energy are immediate.

 

Applications and Projects

Learn more about practice-based projects and the possibilities within your field of application.

 

Publications

Here you can find our publications on the topic of data analytics and machine learning.