Description
Book SynopsisKnow how to do machine learning with Microsoft technologies. This book teaches you to do predictive, descriptive, and prescriptive analyses with Microsoft Power BI, Azure Data Lake, SQL Server, Stream Analytics, Azure Databricks, HD Insight, and more.
The ability to analyze massive amounts of real-time data and predict future behavior of an organization is critical to its long-term success. Data science, and more specifically machine learning (ML), is today''s game changer and should be a key building block in every company''s strategy. Managing a machine learning process from business understanding, data acquisition and cleaning, modeling, and deployment in each tool is a valuable skill set.
Machine Learning with Microsoft Technologies is a demo-driven book that explains how to do machine learning with Microsoft technologies. You will gain valuable insight into designing the best architecture for development, sharing, and deploying a machine lear
Table of Contents
Part I: Getting Started
Chapter 1: Introduction to Machine Learning
Chapter 2: Introduction to R
Chapter 3: Introduction to Python
Chapter 4: R Visualization in Power BI
Part II: Machine Learning with R and Power BI
Chapter 5: Business Understanding
Chapter 6: Data Wrangling for Predictive Analysis
Chapter 7: Predictive Analysis in Power Query with R
Chapter 8: Descriptive Analysis in Power Query with R
Part III: Machine Learning SQL Server
Chapter 9: Using R with SQL Server 2016 and 2017
Part IV: Machine Learning in Azure
Chapter 10: Azure DataBricks
Chapter 11: R in Azure Data Lake
Chapter 12: Azure Machine Learning Studio
Chapter 13: Machine Learning in Azure Stream Analytics
Chapter 14: Azure Machine Learning (ML) Workbench
Chapter 15: Machine Learning on HDInsight
Chapter 16: Data Science Virtual Machine and AI Framework
Chapter 17: Deep Learning Tools with Cognitive Toolkit (CNTK)
Part V: Data Science Virtual Machine
Chapter 18: Cognitive Service Toolkit
Chapter 19: Bot Framework
Chapter 20: Overview on Microsoft Machine Learning Tools
