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Bibliographic Details

Title: Machine Learning und Neuronale Netze: Der verst�ndliche Einstieg mit Python
Publisher: BMU Verlag
Publication Date: 2021
Language: German
ISBN 10: 3966451565
ISBN 13: 9783966451567
Binding: Soft cover
Condition: very good

About this title

Synopsis

Machine Learning und Neuronale Netze: Der verst�ndliche Einstieg mit Python

Data Science ist eine der Schl�sseltechnologien des 21. Jahrhunderts. In diesem Buch lernen Sie die Grundlagen dazu. Es richtet sich an alle, die diesen Schritt gehen wollen, an Wirtschaftswissenschaftler aus Theorie und Praxis, Softwareentwickler wie auch Programmiereinsteiger.

Das Buch bietet eine fundierte Einf�hrung in Machine Learning und Neuronale Netze in Python. Es werden alle notwendigen Grundlagen erkl�rt, notwendiges mathematisches Hintergrundwissen wiederholt und ein Crash Kurs in Python gegeben, so dass man auch ohne Vorkenntnisse dieses Buch nutzen kann. Daraufhin werden anhand von vielen Praxisbeispielen die bekanntesten Machine Learning Algorithmen theoretisch und praktisch erkl�rt. Ein gro�es Kapitel widmet sich dem Deep Learning, den Aufbau von neuronalen Netzen, den Algorithmen, die in der Praxis immer mehr Anwendung finden.

Das Buch im �berblick:

Inhalte:

Einf�hrung in Data Science, Mathematik und Python
Datenaufbereitung in Python
Data Science mit Scipy
Regressionsmodelle mit Scikit-Learn
Baumverfahren
Support Vector Machines
Unsupervised Modelle wie Clustering
Aufbau von Data Science Modellen
Deep Learning / Neuronale Netze mit TensorFlow2 und Keras

Vorteile

Einfache, anschauliche Einf�hrung in grundlegende bis fortgeschrittene Themen der Datenanalyse und des Machine Learnings
Praktische Beispiele mit ausf�hrlichen Erkl�rungen
Vorstellung verschiedener Modelle, Data Science Ans�tzen, g�ngiger Bibliotheken und Online-Ressourcen
�bersicht �ber Pythons vielf�ltige Anwendungsm�glichkeiten im Machine Learning
L�sungen f�r spezifische Aufgaben mithilfe von effizienten Algorithmen finden
Alle Codebeispiele stehen als kostenloser Download zum selbstst�ndigen Ausprobieren bereit
kostenfrei als eBook herunterladen

Dieses Buch bietet Ihnen einen umfassenden Einstieg in Data Science mit Python!

"About this title" may belong to another edition of this title.

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