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Algorithms

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The recommendations on evaluating and improving algorithm reliability for shortening the development cycle of deep learning algorithms and improving the quality of software systems based on deep learning algorithms are defined in this document. An assessment index system and corresponding assessment process are specified in this document.

Algorithms.

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Algorithms are probably the most sophisticated tools that people have had at their disposal since the beginnings of human history. They have transformed science, industry, society. They upset the concepts of work, property, government, private life, even humanity. Going easily from one extreme to the other, we rejoice that they make life easier for us, but fear that they will enslave us. To get beyond this vision of good vs evil, this book takes a new look at our time, the age of algorithms. Creations of the human spirit, algorithms are what we made them. And they will be what we want them to be: it's up to us to choose the world we want to live in.

Algorithms.

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The text covers important algorithm design techniques, such as greedy algorithms, dynamic programming, and divide-and-conquer, and gives applications to contemporary problems. Techniques including Fast Fourier transform, KMP algorithm for string matching, CYK algorithm for context free parsing and gradient descent for convex function minimization are discussed in detail. The book's emphasis is on computational models and their effect on algorithm design. It gives insights into algorithm design techniques in parallel, streaming and memory hierarchy computational models. The book also emphasizes the role of randomization in algorithm design, and gives numerous applications ranging from data-structures such as skip-lists to dimensionality reduction methods.

Algorithms.

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Wie verändern sich gesellschaftliche Praktiken und die Chancen demokratischer Technikgestaltung, wenn neben Bürger*innen und Öffentlichkeit auch Roboter, Algorithmen, Simulationen oder selbstlernende Systeme einbezogen und als Beteiligte ernstgenommen werden? Die Beiträger*innen des Bandes untersuchen die Neukonfiguration von Verantwortung und Kontrolle, Wissen, Beteiligungsansprüchen und Kooperationsmöglichkeiten im Umgang mit intelligenten Systemen wie smart grids, Servicerobotern, Routenplanern, Finanzmarktalgorithmen und anderen soziodigitalen Arrangements. Aufgezeigt wird, wie die digitalen »Neulinge« dazu beitragen, die Macht- und Kräfteverhältnisse für Demokratie, Inklusion und Nachhaltigkeit zu verändern.

Algorithms.