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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Hands-on Machine Learning with Python
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Hands-on Machine Learning with Python
Ashwin Pajankar, Aditya Joshi (Broschiert, Englisch)
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Beschreibung
Here is the perfect comprehensive guide for readers with basic to intermediate level knowledge of machine learning and deep learning. It introduces tools such as NumPy for numerical processing, Pandas for panel data analysis, Matplotlib for visualization, Scikit-learn for machine learning, and Pytorch for deep learning with Python. It also serves as a long-term reference manual for the… practitioners who will find solutions to commonly occurring scenarios.
The book is divided into three sections. The first section introduces you to number crunching and data analysis tools using Python with in-depth explanation on environment configuration, data loading, numerical processing, data analysis, and visualizations. The second section covers machine learning basics and Scikit-learn library. It also explains supervised learning, unsupervised learning, implementation, and classification of regression algorithms, and ensemble learning methods in an easy manner with theoreticaland practical lessons. The third section explains complex neural network architectures with details on internal working and implementation of convolutional neural networks. The final chapter contains a detailed end-to-end solution with neural networks in Pytorch.
After completing
Hands-on Machine Learning with Python
, you will be able to implement machine learning and neural network solutions and extend them to your advantage.
What You'll Learn
Review data structures in NumPy and Pandas
Demonstrate machine learning techniques and algorithm
Understand supervised learning and unsupervised learning
Examine convolutional neural networks and Recurrent neural networks
Get acquainted with scikit-learn and PyTorch
Predict sequences in recurrent neural networks and long short term memory
Who This Book Is For
Data scientists, machine learning engineers, and software professionals with basic skills in Python programming. 64,19 €
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Technische Daten
Erscheinungsdatum
06.03.2022
Sprache
Englisch
Originalsprache
Englisch
EAN
9781484279205
Herausgeber
APRESS
Sonderedition
Nein
Autor
Ashwin Pajankar, Aditya Joshi
Seitenanzahl
335
Auflage
1
Einbandart
Broschiert
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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