Blogs on optimization » Lamarr Institute

00 Blog sifa wirtschaftspruefung - Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)

AI for auditing – First steps towards automation

20. October 2021

Auditors usually still work without any support from Machine Learning algorithms. ALI is an AI-based recommender system that can automate large parts of the auditing process and is already being used by PriceWaterhouseCoopers GmbH....

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Research

Bin packing: When even Computers have to guess

11. August 2021

Bin packing is part of the thoroughly scrutinized class of combinatorial optimization problems. This Blog post applies two practical heuristics to a concrete example and compares their efficacy regarding two criteria....

Research

Evolutionary Optimization of Quantum Circuits

12. May 2021

Evolutionary optimization is a real alternative to gradient-based methods, as it can be used more flexibly in different application scenarios. Lamarr researchers used evolutionary algorithms to optimize quantum computer circuits....

00 Blog Paass DL - Lamarr Institute for Machine Learning (ML) and Artificial Intelligence (AI)

Basics

Deep Learning: How do deep neural networks work?

21. April 2021

Deep Learning uses deep neural networks to recognize images, understand text and make decisions more accurately. To analyze large data sets, "layered learning" uses multiple hidden layers in the network....

Basics

Optimization in Machine Learning

13. January 2021

Optimization is a key component of Machine Learning that allows models to be trained based on data. It usually works in the background but is especially important for highly complex learning problems and difficult data....

Basics

How do machines learn?

13. January 2021

Machine Learning has long become an integral part of our world, changing our lives and society. Here, we explain the basic terms and concepts of this novel technology....