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Hands-On Machine Learning with Microsoft Excel 2019: Build complete data analysis flows, from data collection to visualization
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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.
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- 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.Key FeaturesUse Microsoft's product Excel to build advanced forecasting models using varied examples Cover range of machine learning tasks such as data mining, data analytics, smart visualization, and more Derive data-driven techniques using Excel plugins and APIs without much code required Book DescriptionWe 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 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 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 learnUse Excel to preview and cleanse datasetsUnderstand correlations between variables and optimize the input to machine learning modelsUse and evaluate different machine learning models from ExcelUnderstand the use of different visualizationsLearn the basic concepts and calculations to understand how artificial neural networks workLearn how to connect Excel to the Microsoft Azure cloudGet beyond proof of concepts and build fully functional data analysis flowsWho this book is forThis book is for data analysis, machine learning enthusiasts, project managers, and someone who doesn't want to code much for performing core tasks of machine learning. Each example will help you perform end-to-end smart analytics. Working knowledge of Excel is required.Table of ContentsImplementing Machine Learning AlgorithmsHands-on examples of machine learning modelsImporting Data into Excel from Different Data SourcesData cleansing and preliminary data analysisCorrelations and the Importance of VariablesData Mining Models in Excel Hands-On ExamplesImplementing Time SeriesVisualizing data in diagrams, histograms, and mapsArtificial Neural NetworksAzure and Excel - Machine Learning in the CloudThe future of Machine Learning
| Publisher | Packt Publishing |
| Publication date | April 30, 2019 |
| Language | English |
| Print length | 254 pages |
| ISBN-10 | 1789345375 |
| ISBN-13 | 978-1789345377 |
| Item Weight | 15.5 ounces (439.43 grams) |
| Dimensions | 7.5 x 0.58 x 9.25 inches (19.1 x 1.5 x 23.5 cm) |
Who Should Buy?
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Beginners in Data Science
Individuals who are new to data analysis can easily learn concepts using familiar Excel tools without complex coding.
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Business Analysts
Professionals needing to quickly analyze and visualize data can leverage Excel for efficient reporting and insights.
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Educators and Students
Teachers and learners can use this resource to enhance their understanding of machine learning principles through hands-on practice.
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Advanced Data Scientists
Experienced analysts may find the Excel framework limiting for complex data analysis and advanced machine learning techniques.
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Pitanje:
Како купити Hands-On Machine Learning with Microsoft Excel 2019: на мрежи од Убуи-а?
Odgovor: Лако је куповати Hands-On Machine Learning with Microsoft Excel 2019: на мрежи од Убуи-а.. Морате само да потражите производ, изаберете начин испоруке приликом одјављивања и да га испоручите на вашу локацију. -
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Odgovor: Да, у Убуи Serbia овај производ је доступан за куповину по разумној цени.. Hands-On Machine Learning with Microsoft Excel 2019: није доступан локално, али можете нам веровати у наше услуге експресне испоруке. -
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Intelligence & Semantics Editorial Review
Hands-On Machine Learning with Microsoft Excel 2019: Build complete data analysis flows, from data collection to visualization is an excellent resource for beginners looking to dive into machine learning without the need for programming skills. This book, published by Packt Publishing, offers a detailed guide starting from the basics, moving through data cleansing, exploratory data analysis, and even integrating Azure ML with Excel for enhanced decision-making processes. Readers appreciate the practical examples and real-life problems provided, making the learning experience engaging and applicable. The structure and clarity of the content have earned it high praise, showcasing the book's effectiveness in teaching complex concepts in an accessible manner.
Customer Reviews & Ratings
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5 zvezda
55%
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4 zvezda
26%
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3 zvezda
9%
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2 zvezda
5%
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1 zvezda
5%
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Прос
- Clear explanations throughout the text
- Practical examples aid understanding
- Well-organized structure for learning
- Integration of Azure ML with Excel
- Ideal for non-programmers starting out
Цонс
- Some readers may prefer more advanced topics
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Карактеристике и предности
- Use Excel for data preparation, machine learning models, and data analysis.
- Learn to import data from different data sources and perform preliminary data analysis.
- Understand correlations between variables and optimize input to machine learning models.
- Preview and cleanse datasets and evaluate different machine learning models using Excel.
- Learn basic concepts and how to calculate artificial neural networks.
- Connect Excel to Microsoft Azure cloud and build fully functional data analysis flows.
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