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3D Data Science With Python: Building Accurate Digital Environments With 3D Point Cloud Workflows - Couverture souple

Poux, Florent

 
9781098161330: 3D Data Science With Python: Building Accurate Digital Environments With 3D Point Cloud Workflows
Couverture souple
ISBN 10 : 1098161335 ISBN 13 : 9781098161330
Editeur : O'Reilly Media, 2025

Synopsis

Our physical world is grounded in three dimensions. To create technology that can reason about and interact with it, our data must be 3D too. This practical guide offers data scientists, engineers, and researchers a hands-on approach to working with 3D data using Python. From 3D reconstruction to 3D deep learning techniques, you'll learn how to extract valuable insights from massive datasets, including point clouds, voxels, 3D CAD models, meshes, images, and more.

Dr. Florent Poux helps you leverage the potential of cutting-edge algorithms and spatial AI models to develop production-ready systems with a focus on automation. You'll get the 3D data science knowledge and code to:

  • Understand core concepts and representations of 3D data
  • Load, manipulate, analyze, and visualize 3D data using powerful Python libraries
  • Apply advanced AI algorithms for 3D pattern recognition (supervised and unsupervised)
  • Use 3D reconstruction techniques to generate 3D datasets
  • Implement automated 3D modeling and generative AI workflows
  • Explore practical applications in areas like computer vision/graphics, geospatial intelligence, scientific computing, robotics, and autonomous driving
  • Build accurate digital environments that spatial AI solutions can leverage

Florent Poux is an esteemed authority in the field of 3D data science who teaches and conducts research for top European universities. He's also head professor at the 3D Geodata Academy and innovation director for French Tech 120 companies.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l'auteur

Florent Poux is an esteemed authority in the field of 3D data science. He teaches and conducts research for top EU Universities. He is also the Head Professor of the 3D Geodata Academy and Innovation Director for FrenchTech120 Companies. With a decade of experience, Florent's expertise in Python and its applications to 3D data is unrivaled. His groundbreaking research and real-world contributions have garnered acclaim in academia and industries with several awards. His unique journey merges a deep academic perspective with a pragmatic view of creating innovative 3D products and solutions. Whether you're a coder, data scientist, engineer, or curious researcher, Florent's insights will propel you toward new frontiers and exciting opportunities in this rapidly evolving field.

À propos de la quatrième de couverture

Our physical world is grounded in three dimensions. To create technology that can reason about and interact with it, our data must be 3D too. This practical guide offers data scientists, engineers, and researchers a hands-on approach to working with 3D data using Python. From 3D reconstruction to 3D deep learning techniques, you'll learn how to extract valuable insights from massive datasets, including point clouds, voxels, 3D CAD models, meshes, images, and more.

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  • Understand core concepts and representations of 3D data
  • Load, manipulate, analyze, and visualize 3D data using powerful Python libraries
  • Apply advanced AI algorithms for 3D pattern recognition (supervised and unsupervised)
  • Use 3D reconstruction techniques to generate 3D datasets
  • Implement automated 3D modeling and generative AI workflows
  • Explore practical applications in areas like computer vision/graphics, geospatial intelligence, scientific computing, robotics, and autonomous driving
  • Build accurate digital environments that spatial AI solutions can leverage

Florent Poux is an esteemed authority in the field of 3D data science who teaches and conducts research for top European universities. He's also head professor at the 3D Geodata Academy and innovation director for French Tech 120 companies.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
O'Reilly Media
Date d'édition
2025
Langue
anglais
ISBN 10 
1098161335
ISBN 13 
9781098161330
Reliure
Broché
Nombre de pages
687
Coordonnées du fabricant
O'Reilly
https://oreilly.com

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