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Managing Machine Learning Projects: From Design to Deployment

by Simon Thompson
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Current price ₹4,170.00
Original price ₹4,425.00
Original price ₹4,425.00
Original price ₹4,425.00
(-6%)
₹4,170.00
Current price ₹4,170.00

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Book cover type: Paperback
  • ISBN13: 9781633439023
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Manning Publications
  • Publisher Imprint: Manning Publications
  • Publication Date:
  • Pages: 275
  • Original Price: USD 49.99
  • Language: English
  • Edition: N/A
  • Item Weight: 327 grams
  • BISAC Subject(s): Data Science / Machine Learning and Data Science / Neural Networks

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!

Thompson, Simon: - Simon Thompson has spent 25 years developing AI systems. He led the AI research program at BT Labs in the UK, where he helped pioneer Big Data technology in the company and managed an applied research practice for nearly a decade. Simon now works delivering Machine Learning systems for financial services companies in the City of London as the Head of Data Science at GFT Technologies.

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