Data scientists use a range of technologies to work with data. From common productivity tools like Excel to highly specialized statistical tools and languages. Microsoft Azure Machine Learning (Azure ML) is a cloud-based service from Microsoft in which you can create and run data science experiments, and publish them as web services. It provides an easy to use, drag and drop interface for creating data science experiments, and can significantly reduce the time it takes to build a solution. Azure ML experiments are based on data flows that include datasets, which define sources of data, and modules that operate on the data. In addition to tools like Azure ML, most data scientists rely heavily on programming languages that enable them to ingest, manipulate, aggregate, and visualize data. Most data scientists have some familiarity with Structured Query Language (SQL), which is a standards-based language for querying databases and retrieving data. Additionally, most data scientists are proficient in R or Python (or both!) You can extend the built-in capabilities of Azure ML by including script modules that run R, Python, or SQL code. For more information about Azure ML, see the following links:
Azure ML Documentation: http://azure.microsoft.com/documentation/services/machinelearning
Microsoft Azure Essentials: Azure Machine Learning (free e-book): http://www.microsoftvirtualacademy.com/ebooks#9780735698178
Microsoft Azure Machine Learning (Azure ML) is a cloud-based service from Microsoft in which you can create and run data science experiments, and publish ...
Performance for SQL Based Applications. Then, if you have not already done so, ... In the Save As dialog box, save the file as plan1.sqlplan on your desktop. 6.
A Windows, Linux, or Mac OS X computer. ⢠Azure Storage Explorer. ⢠The lab files for this course. ⢠A Spark 2.0 HDInsight cluster. Note: If you have not already ...
Start Microsoft SQL Server Management Studio and connect to your database instance. 2. Click New Query, select the AdventureWorksLT database, type the ...
performed by writing code to manipulate data in R or Python, or by using some of the built-in modules ... https://cran.r-project.org/web/packages/dplyr/dplyr.pdf. ... You can also import custom R libraries that you have uploaded to Azure ML as R.
Developing SQL Databases. Lab 4 â Creating Indexes. Overview. A table named Opportunity has recently been added to the DirectMarketing schema within the database, but it has no constraints in place. In this lab, you will implement the required cons
create a new folder named iislogs in the root of your Azure Data Lake store. 4. Open the newly created iislogs folder. Then click Upload, and upload the 2008-01.txt file you viewed previously. Create a Job. Now that you have uploaded the source data
will create. The Azure ML Web service you will create is based on a dataset that you will import into. Azure ML Studio and is designed to perform an energy efficiency regression experiment. What You'll Need. To complete this lab, you will need the fo
Lab 2 â Using a U-SQL Catalog. Overview. In this lab, you will create an Azure Data Lake database that contains some tables and views for ongoing big data processing and reporting. What You'll Need. To complete the labs, you will need the following
The final Execute R/Python Script. 4. Edit the comment of the new Train Model module, and set it to Decision Forest. 5. Connect the output of the Decision Forest Regression module to the Untrained model (left) input of the new Decision Forest Train M
Page 1 ... A web browser and Internet connection. Create an Azure ... Now you're ready to start learning how to build data science and machine learning solutions.
In this lab, you will explore and visualize the data Rosie recorded. ... you will use the Data Analysis Pack in Excel to apply some statistical functions to Rosie's.
created previously. hbase org.apache.hadoop.hbase.mapreduce.LoadIncrementalHFiles. /data/storefile Stocks. 8. Wait for the MapReduce job to complete. Query the Bulk Loaded Data. 1. Enter the following command to start the HBase shell. hbase shell. 2.
videos and demonstrations in the module to learn more. 1. Search for the Evaluate Recommender module and drag it onto the canvas. Then connect the. Results dataset2 (right) output of the Split Data module to its Test dataset (left) input and connect
In this lab, you will create schemas and tables in the AdventureWorksLT database. Before starting this lab, you should view Module 1 â Designing a Normalized ...
Challenge 1: Add Constraints. You have been given the design for a ... add DEFAULT constraints to columns based on the requirements. Challenge 2: Test the ...
Data Science and Machine Learning ... A web browser and Internet connection. ... Azure ML offers a free-tier account, which you can use to complete the labs in ...
Processing Big Data with Hadoop in Azure. HDInsight. Lab 1 - Getting Started with HDInsight. Overview. In this lab, you will provision an HDInsight cluster.
Real-Time Big Data Processing with Azure. Lab 2 - Getting Started with IoT Hubs. Overview. In this lab, you will create an Azure IoT Hub and use it to collect data ...
Real-Time Big Data Processing with Azure. Lab 1 - Getting Started with Event Hubs. Overview. In this lab, you will create an Azure Event Hub and use it to collect ...
Data Science Essentials. Lab 6 â Introduction to ... modules of this course; but for the purposes of this lab, the data exploration tasks have already been ... algorithm requires all numeric features to be on a similar scale. If features are not on
Selecting the best features is essential to the optimal performance of machine learning models. Only features that contribute to ... Page 3 .... in free space to the right of the existing modules: ... Use Range Builder (all four): Unchecked.
Implementing Predictive Analytics with. Spark in Azure HDInsight. Lab 3 â Evaluating Supervised Learning Models. Overview. In this lab, you will use Spark to ...
A Microsoft Windows, Apple Macintosh, or Linux computer ... In this case, you must either use a Visual Studio Dev Essentials Azure account, or ... NET SDK for.
In the new browser tab that opens, note that a Jupyter notebook named ... (Raw) notebook has been created, and that it contains two cells. The first ..... Page 9 ...