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Managing Machine Learning Projects

Name: Managing Machine Learning Projects
Brand: Manning Publications
SKU: 9781633439023
Price: 52.65 EUR
Availability: InStock

Autor: Thompson, Simon

Jazyk:

Väzba: Pevná

Vydavateľ: Manning Publications

Dostupnosť: 50 % šanca

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52.65 €

The go-to guide in machine learning projects from design to production. No ML skills required! In Ma...

Informácie o knihe

Autor

Thompson, Simon

Jazyk

Angličtina

Väzba

Kniha - Pevná

Vydalo

2023

Stránok

275

EAN

9781633439023

ISBN

163343902X

Enbook ID

39495697

Vydavateľ

Manning Publications

Hmotnosť

327

Rozmery

187 x 235 x 18

Kompletný popis

The go-to guide in machine learning projects from design to production. No ML skills required!

In Managing Machine Learning Projects, you will learn essential machine learning project management techniques, including:

Understanding an ML project''s requirements
Setting up the infrastructure for the project and resourcing a team
Working with clients and other stakeholders
Dealing with data resources and bringing them into the project for use
Handling the lifecycle of models in the project
Managing the application of ML algorithms
Evaluating the performance of algorithms and models
Making decisions about which models to adopt for delivery
Taking models through development and testing
Integrating models with production systems to create effective applications
Steps and behaviours for managing the ethical implications of ML technology

About the technology

Companies of all shapes, sizes, and industries are investing in machine learning (ML). Unfortunately, around 85% of all ML projects fail. Managing machine learning projects requires adopting a different approach than you would take with standard software projects.

You need to account for large and diverse data resources, evaluate and track multiple separate models, and handle the unforeseeable risk of poor performance. Never fear — this book lays out the unique practices you will need to ensure your projects succeed!

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Managing Machine Learning Projects

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Kompletný popis

The go-to guide in machine learning projects from design to production. No ML skills required!

About the technology

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