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MCSA: Machine Learning

Description

This six-day boot camp is intended to give students an in-depth learning about Microsoft Azure Machine Learning and Big Data with R Server and SQL R Services. By taking this course, you will complete the first step to becoming Data Management and Analytics Microsoft Certified Solutions Expert (MCSE).

This program consists of both Analyzing Big Data with Microsoft R (20773) and Perform Cloud Data Science with Azure Machine Learning. Once you have completed this boot camp, in order to become MCSE certified you must the Exam 70-733: Analyzing Big Data with Microsoft R and Exam 70-744 Perform Cloud Data Science with Azure Machine Learning. 

 

Once a student has completed this course, they will be able to: 

  • Deploy HD Insight Clusters
  • Authorizing Users to Access Resources 
  • Loading Data into HDInsight 
  • Troubleshooting HDInsight
  • Implement Batch Solutions
  • Design Batch ETL Solutions for Big Data with Spark
  • Analyze Data with Spark SQL
  • Analyze Data with Hive and Phoenix
  • Describe Strem Analytics
  • Implement Spark Streaming Using the DStream API
  • Develop Big Data Real-Time Processing Solutions with Apache Storm
  • Build Solutions that use Kafka and HBase
  • Explain machine learning and how algorithms and languages are used
  • Describe the purpose of Azure Machine Learning, and is the main features of Azure Machine Learning Studio 
  • Upload and explore various types of data to Azure Machine Learning 
  • Explore and use techniques to prepare datasets ready for use with Azure Machine Learning 
  • Explore and  use feature engineering and selection techniques on Datasets that are to be used with Azure Machine Learning 
  • Explore and use regression algorithms and neural networks with Azure Machine Learning 
  • Explore and use classification and clustering algorithms with Azure Machine Learning 
  • Use R and Python with Azure Machine Learning, and choose when to use a particular Language 
  • Explore and use hyperparameters and multiple algorithms and models, and be able to score and evaluate models.
  • Explore how to provide end-users with Azure Machine Learning services, and how to share data generated from Azure Machine Learning models 
  • Explore and use the Cognitive Services APIs for text and Image Processing, to create a recommendation application, and describe the use of neural networks with Azure Machine 
  • Explore and use HDInsight with Azure Machine Learning 
  • Explore and use R and R Server with Azure Machine Learning, and explain how to deploy and configure SQL Server to Support R Services.  

Curriculum

Module 1: Read and Explore Big Data

  • Read Data with R Server
  • Summarize data
  • Visualize data 

Module 2: Process Big Data 

  • Process data with rxDataStep
  • Perform Complex transforms that use transform functions 
  • Manage data sets
  • Process text using RML packages

Module 3: Build predictive models with ScaleR

  • Estimate linear models 
  • Build and use partitioning models 
  • Generate predictions and Residuals 
  • Evaluate models and tuning parameters
  • Create additional models using RML packages

Module 4: Use R Server in different environments 

  • Use different compute Contexts to run R Server effectively
  • Optimize Tasks by using local compute context 
  • Perform in-database analytics by using SQL Server 
  • Implement analysis workflows in the Hadoop ecosystem and Spark
  • Deploy predictive models to SQL Server and Azure Machine Learning 

Module 5: Prepare Data for Analysis in Azure Machine Learning and Export from Azure Machine Learning 

  • Import and export data to and from Azure Machine Learning 
  • Explore and summarize data
  • Cleanse data for Azure Machine Learning 
  • Perform Feature engineering 

Module 6: Develop Machine Learning Models

  • Select an appropriate algorithm or method 
  • Initialize and train appropriate models 
  • Validate models

Module 7: Use Other services for Machine Learning 

Build and use neural networks with the Microsoft Cognitive Toolkit

Streamline development by using existing resources

Perform data sciences at scale by using HDInsights

Perform database analytics by using SQL Server R Services on Azure

Deploy a SQL Server 2016 Azure VM, Configure SQL Server To allow execution of R scripts inside T-SQL statements 

What's included?
 

  • Authorized Courseware
  • Intensive Hands on Skills Development with an Experienced Subject Matter Expert
  • Hands on practice on real Servers and extended lab support 1.800.482.3172
  • Examination Vouchers  & Onsite Certification Testing- (excluding Adobe and PMP Boot Camps) 
  • Academy Code of Honor: Test Pass Guarantee
  • Optional: Package for Hotel Accommodations, Lunch and Transportation

Training Formats

With several convenient training delivery methods offered, The Academy makes getting the training you need easy. Whether you prefer to learn in a classroom or an online live learning virtual environment, training videos hosted online, and private group classes hosted at your site. We offer expert instruction to individuals, government agencies, non-profits, and corporations. Our live classes, on-sites, and online training videos all feature certified instructors who teach a detailed curriculum and share their expertise and insights with trainees. No matter how you prefer to receive the training, you can count on The Academy for an engaging and effective learning experience.

Methods

Instructor Led (the best training format we offer)
Live Online Classroom – Online Instructor Led
Self-Paced Video

Speak to an Admissions Representative for complete details

By far the most competitve price we found, which included exam vouchers, hands on labs, practice test and a true Master of Cyber Security concepts as our Instructor. Franklin Mesa was the best trainer I have ever had and i walked out certified on the last day of my CompTIA Security+ certification bootcamp. 

Marc Alfonso - CompTIA Security + Student

 

The Academy is one of the best educational values for today's job market.  I studied hard and got certified (A+ and N+).  Even though I had no prior IT experience, I now have a good job replacing obsolete computers in hospitals throughout the country.  At my job interview, I just slid my test scores and certification across the table to the interviewer, who is now my boss.  I was hired the next day.  

Not bad for a 65 year old.

John Arnett- Student 

"I congratulate The Academy for a great facility and good lab computers. The Academy is great and I will definitely be taking more courses and utilizing the services available. Omer Palo is an excellent instructor that truly knows his material. I never felt bored in his class which is a first for me. Thank You."

IT Director, Burger King Corporation

"The instructor Frank Martinez is excellent – he covered so much material in 2 weeks that was unbelievable! He definitely knows what he does and it shows in the way that he conducts each lecture. He is the greatest!"
"Thanks Academy for allowing me to experience the MCSA / MCSE + Security Boot camp."

IT Professional, Florida International University

 

Schedules

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THE ACADEMY

1.800.482.3172

FTL: 954.351.7040

MIA: 305.648.2000


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