Lyt når som helst, hvor som helst

Nyd den ubegrænsede adgang til tusindvis af spændende e- og lydbøger - helt gratis

  • Lyt og læs så meget du har lyst til
  • Opdag et kæmpe bibliotek fyldt med fortællinger
  • Eksklusive titler + Mofibo Originals
  • Opsig når som helst
Start tilbuddet
DK - Details page - Device banner - 894x1036

Data Scaling and Normalization: A Comprehensive Guide to Enhancing Data Quality and Model Performance

Længde
3T 25M
Sprog
Engelsk
Format
Kategori

Fakta

"Data Scaling and Normalization: A Comprehensive Guide to Enhancing Data Quality and Model Performance" offers an in-depth exploration of the crucial techniques used in preprocessing data to enhance the quality of machine learning models. Designed for data scientists, machine learning engineers, and analysts, this book provides a clear and comprehensive understanding of how scaling and normalization techniques impact model accuracy, efficiency, and interpretability.

Inside, you'll find detailed explanations of the core concepts of data scaling and normalization, including Min-Max scaling, Z-score normalization, robust scaling, and more. The book covers when and how to apply these techniques to various types of data, from numerical to categorical, and explores their role in improving model convergence, reducing biases, and enhancing generalization.

Key topics include:

• The importance of data scaling and normalization in preparing data for machine learning models • Practical applications of scaling and normalization methods across different machine learning algorithms • Real-world examples and case studies showcasing the impact on model performance • Advanced techniques and considerations for scaling complex datasets • Best practices for ensuring data quality through preprocessing

With step-by-step guidance, code examples, and expert insights, this book is an essential resource for anyone looking to master data preprocessing and take their machine learning models to the next level.

This comprehensive guide will help you understand the nuances of scaling and normalization and how they directly affect the success of your machine learning projects.

© 2024 Chuck Sherman (Lydbog): 9798347741274

Release date

Lydbog: 27. december 2024

Andre kan også lide...

Vælg dit abonnement

  • Over 600.000 titler

  • Download og nyd titler offline

  • Eksklusive titler + Mofibo Originals

  • Børnevenligt miljø (Kids Mode)

  • Det er nemt at opsige når som helst

Flex

For dig som vil prøve Mofibo.

89 kr. /måned
  • 1 konto

  • 20 timer/måned

  • Gem op til 100 ubrugte timer

  • Eksklusivt indhold hver uge

  • Fri lytning til podcasts

  • Ingen binding

Prøv gratis
Den mest populære

Premium

For dig som lytter og læser ofte.

129 kr. /måned
  • 1 konto

  • 100 timer/måned

  • Eksklusivt indhold hver uge

  • Fri lytning til podcasts

  • Ingen binding

Start tilbuddet

Unlimited

For dig som lytter og læser ubegrænset.

149 kr. /måned
  • 1 konto

  • Ubegrænset adgang

  • Eksklusivt indhold hver uge

  • Fri lytning til podcasts

  • Ingen binding

Start tilbuddet

Family

For dig som ønsker at dele historier med familien.

Fra 179 kr. /måned
  • 2-6 konti

  • 100 timer/måned pr. konto

  • Fri lytning til podcasts

  • Kun 39 kr. pr. ekstra konto

  • Ingen binding

2 konti

179 kr. /måned
Prøv gratis