finelybook
Hands-On Machine Learning with Microsoft Excel 2019: Build complete data analysis flows,from data collection to visualization
by 作者: Julio Cesar Rodriguez Martino
pages 页数: 254 pages
Publisher Finelybook 出版社: Packt Publishing (30 April 2019)
Language 语言: English
ISBN-10 书号: 1789345375
ISBN-13 书号: 9781789345377
Book Description
A practical guide to getting the most out of Excel,using it for data preparation,applying machine learning models (including cloud services) and understanding the outcome of the data analysis.
We have made huge progress in teaching computers to perform difficult tasks,especially those that are repetitive and time-consuming for humans. Excel users,of all levels,can feel left behind by 作者: this innovation wave. The truth is that a large amount of the work needed to develop and use a machine learning model can be done in Excel.
The book starts by 作者: giving a general introduction to machine learning,making every concept clear and understandable. Then,it shows every step of a machine learning project,from data collection,reading from different data sources,developing models,and visualizing the results using Excel features and offerings. In every chapter,there are several examples and hands-on exercises that will show the reader how to combine Excel functions,add-ins,and connections to databases and to cloud services to reach the desired goal: building a full data analysis flow. Different machine learning models are shown,tailored to the type of data to be analyzed.
At the end of the book,the reader is presented with some advanced use cases using Automated Machine Learning,and artificial neural network,which simplifies the analysis task and represents the future of machine learning.
What you will learn
Use Excel to preview and cleanse datasets
Understand correlations between variables and optimize the input to machine learning models
Use and evaluate different machine learning models from Excel
Understand the use of different visualizations
Learn the basic concepts and calculations to understand how artificial neural networks work
Learn how to connect Excel to the Microsoft Azure cloud
Get beyond proof of concepts and build fully functional data analysis flows
