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Ultimate Machine Learning with ML.NET: Build, Optimize, and Deploy Powerful Machine Learning Models for Data-Driven Insights with ML.NET, Azure Functions, and Web API (English Edition)

by Kalicharan Mahasivabhattu (Author), Deepti Bandi (Author)
4.6 out of 5 stars 11 ratings
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“Empower Your .NET Journey with Machine Learning”

Book Description
Dive into the world of machine learning for data-driven insights and seamless integration in .NET applications with the Ultimate Machine Learning with ML.NET.

The book begins with foundations of ML.NET and seamlessly transitions into practical guidance on installing and configuring it using essential tools like Model Builder and the command-line interface. Next, it dives into the heart of machine learning tasks using ML.NET, exploring classification, regression, and clustering with its versatile functionalities.

It will delve deep into the process of selecting and fine-tuning algorithms to achieve optimal performance and accuracy. You will gain valuable insights into inspecting and interpreting ML.NET models, ensuring they meet your expectations and deliver reliable results. It will teach you efficient methods for saving, loading, and sharing your models across projects, facilitating seamless collaboration and reuse.

The final section of the book covers advanced techniques for optimizing model accuracy and refining performance. You will be able to deploy your ML.NET models using Azure Functions and Web API, empowering you to integrate machine learning solutions seamlessly into real-world applications.

Table of Contents
1. Introduction to ML.NET
2. Installing and Configuring ML.NET
3. ML.NET Model Builder and CLI
4. Collecting and Preparing Data for ML.NET
5. Machine Learning Tasks in ML.NET
6. Choosing and Tuning Machine Learning Algorithms in ML.NET
7. Inspecting and Interpreting ML.NET Models
8. Saving and Loading Models in ML.Net
9. Optimizing ML.NET Models for Accuracy
10. Deploying ML.NET Models with Azure Functions and Web API
Index
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  1. ISBN-10
    8197256373
  2. ISBN-13
    978-8197256370
  3. Publication date
    July 2, 2024
  4. Language
    English
  5. Dimensions
    7.5 x 0.56 x 9.25 inches
  6. Print length
    247 pages
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Ultimate Machine Learning with ML.NET: Build, Optimize, and Deploy Powerful Machine Learning Models for Data-Driven Insights
This item: Ultimate Machine Learning with ML.NET: Build, Optimize, and Deploy Powerful Machine Learning Models for Data-Driven Insights with ML.NET, Azure Functions, and Web API (English Edition)
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Data Science with .NET and Polyglot Notebooks: Programmer's guide to data science using ML.NET, OpenAI, and Semantic Kernel
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Ultimate Machine Learning with ML.NET
Ultimate Machine Learning with ML.NET
Ultimate Machine Learning with ML.NET
Ultimate Machine Learning with ML.NET

Product details

  • ASIN ‏ : ‎ B0D8L3Q283
  • Publisher ‏ : ‎ Orange Education Pvt. Ltd (July 2, 2024)
  • Language ‏ : ‎ English
  • Paperback ‏ : ‎ 247 pages
  • ISBN-10 ‏ : ‎ 8197256373
  • ISBN-13 ‏ : ‎ 978-8197256370
  • Item Weight ‏ : ‎ 1.21 pounds
  • Dimensions ‏ : ‎ 7.5 x 0.56 x 9.25 inches
  • Customer Reviews:
    4.6 out of 5 stars 11 ratings

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4.6 out of 5 stars
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  • Shao G. Zheng
    2.0 out of 5 stars Contents are not all correct
    Reviewed in Canada on November 4, 2024
    Verified Purchase
    1. In section of Downloading the code bundles and colored images. the book does provided links to it's resorses but the resorses only provided images. Code bundles is empty.

    2. In the example in Chapter 4, there is an error: mlContext was not instantiated, so it was used instead.
    Report
  • Nirupam Bania
    5.0 out of 5 stars Essential Asset for Integrating ML into .NET
    Reviewed in India on August 13, 2024
    Verified Purchase
    A valuable asset for anyone who wants to integrate machine learning solutions into .NET applications.
    Report
  • Gagandeep Singh
    5.0 out of 5 stars Great Resource for .NET Developers
    Reviewed in India on August 13, 2024
    Verified Purchase
    Great resource for .NET developers looking to get started with ML.NET, covers all the essential concepts.
    Report
  • Shivam Monga
    5.0 out of 5 stars Excellent book for beginners and experienced
    Reviewed in India on August 12, 2024
    Verified Purchase
    Excellent book for beginners and experienced developers alike, offers a comprehensive exploration of ML.NET.
    Report
  • Mukesh Singh
    5.0 out of 5 stars Ultimate Machine Learning with ML.NET
    Reviewed in India on August 12, 2024
    Verified Purchase
    The book effectively addresses the challenges of selecting and fine-tuning algorithms for optimal results.
    Report