Introducing Machine Learning (Developer Reference)
Authors: Dino Esposito – Francesco Esposito
ISBN-10: 0135565669
ISBN-13: 9780135565667
Edition 版次: 1
Publication Date 出版日期: 2020-02-23
Print Length 页数: 400 pages
Book Description
By finelybook
Master machine learning concepts and develop real-world solutions
Machine learning offers immense opportunities,and Introducing Machine Learning delivers practical knowledge to make the most of them. Dino and Francesco Esposito start with a quick overview of the foundations of artificial intelligence and the basic steps of any machine learning project. Next,they introduce Microsoft’s powerful ML.NET library,including capabilities for data processing,training,and evaluation. They present families of algorithms that can be trained to solve real-life problems,as well as deep learning techniques utilizing neural networks. The authors conclude by introducing valuable runtime services available through the Azure cloud platform and consider the long-term business vision for machine learning.
14-time Microsoft MVP Dino Esposito and Francesco Esposito help you
Explore what’s known about how humans learn and how intelligent software is built
Discover which problems machine learning can address
Understand the machine learning pipeline: the steps leading to a deliverable model
Use AutoML to automatically select the best pipeline for any problem and dataset
Master ML.NET,implement its pipeline,and apply its tasks and algorithms
Explore the mathematical foundations of machine learning
Make predictions,improve decision-making,and apply probabilistic methods
Group data via classification and clustering
Learn the fundamentals of deep learning,including neural network design
Leverage AI cloud services to build better real-world solutions faster
About This Book
For professionals who want to build machine learning applications: both developers who need data science skills and data scientists who need relevant programming skills
Includes examples of machine learning coding scenarios built using the ML.NET library
