Szczegóły ebooka

Hands-On Machine Learning with Azure. Build powerful models with cognitive machine learning and artificial intelligence

Hands-On Machine Learning with Azure. Build powerful models with cognitive machine learning and artificial intelligence

Thomas K Abraham, Parashar Shah, Jen Stirrup, Lauri Lehman, Anindita Basak

Ebook
Implementing Machine learning (ML) and Artificial Intelligence (AI) in the cloud had not been possible earlier due to the lack of processing power and storage. However, Azure has created ML and AI services that are easy to implement in the cloud. Hands-On Machine Learning with Azure teaches you how to perform advanced ML projects in the cloud in a cost-effective way.
The book begins by covering the benefits of ML and AI in the cloud. You will then explore Microsoft’s Team Data Science Process to establish a repeatable process for successful AI development and implementation. You will also gain an understanding of AI technologies available in Azure and the Cognitive Services APIs to integrate them into bot applications. This book lets you explore prebuilt templates with Azure Machine Learning Studio and build a model using canned algorithms that can be deployed as web services. The book then takes you through a preconfigured series of virtual machines in Azure targeted at AI development scenarios. You will get to grips with the ML Server and its capabilities in SQL and HDInsight. In the concluding chapters, you’ll integrate patterns with other non-AI services in Azure.
By the end of this book, you will be fully equipped to implement smart cognitive actions in your models.
  • 1. AI Cloud Foundations
  • 2. Data Science Process
  • 3. Cognitive Services
  • 4. Bot Framework
  • 5. Azure Machine Learning Studio
  • 6. Scalable Computing for Data Science
  • 7. Machine Learning Server
  • 8. HDInsight
  • 9. Machine Learning with Spark
  • 10. Building Deep Learning Solutions
  • 11. Integration with Other Azure Services
  • 12. An End to End Example
  • Tytuł: Hands-On Machine Learning with Azure. Build powerful models with cognitive machine learning and artificial intelligence
  • Autor: Thomas K Abraham, Parashar Shah, Jen Stirrup, Lauri Lehman, Anindita Basak
  • Tytuł oryginału: Hands-On Machine Learning with Azure. Build powerful models with cognitive machine learning and artificial intelligence
  • ISBN: 9781789130270, 9781789130270
  • Data wydania: 2018-10-31
  • Format: Ebook
  • Identyfikator pozycji: e_15bs
  • Wydawca: Packt Publishing