Machine Learning And Deep Learning For Enterprise

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(Course eligible for SATVs)

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This 1-day instructor led course, Machine Learning and Deep Learning for Enterprise, is actually an Artificial Intelligence Boot Camp. It is created for professionals or students that don’t have an extensive mathematics background. You will learn essential skills in Machine Learning and Deep Learning in R and Python as well as methodology for training machines. Included in this course is math for grown-ups, an introduction to programming R and Python and lessons in SQL server. It also includes instructions on how to manage, visualise and analyse you data as well as lessons on building, validating and tuning your models. In addition to all the theory there will be a lot practice in the form of several exercise projects.

 

 

This is a Premium New Horizons course. This course usually runs in a connected classroom, and students need to bring their own device.

Lessons:

  • A quick introduction to data science and machine learning
  • Examples of applications of ML in Business

Lessons:

  • A quick intro to Azure Machine Learning
  • Creating and running experiments on Azure ML
  • Quick start for R
  • Quick start for Python
  • Exercise project

Lessons:

  • A quick intro of R
  • Set up R Studio and a quick intro of how to use R Studio
  • Data visualization and exploratory analysis
  • Data clean and preparation
  • Model building
  • Model validation
  • Model tuning
  • Exercise project

Lessons:

  • A quick intro to the benefits of deploying R into SQL Server
  • Set up environments and softwares
  • How to deploy R scripts into SQL Server
  • Exercise project

Lessons:

  • A quick intro to the benefits of using R with Power BI
  • Set up environments and softwares
  • How to use R visuals in Power BI
  • Exercise project

Lessons:

  • A quick intro to the benefits of Deep Learning vs traditional Data Science Models
  • Set up environments and softwares
  • How to use Deep Learning models and prepare data
  • Exercise project

 

Lab :

  • Foundational Building Blocks
  • A real case study with R and Python Machine Learning
  • Exploration of a Machine Learning algorithm with R
  • A real case study with R and SQL Server
  • A Real case study of Deep Learning

 

After completing this course, students will be able to:

  • Use Machine Learning and Deep Learning in the Enterprise using Microsoft technology
  • R and Python essentials
  • Use Azure ML Studio to Create Your experiments
  • How to do Machine Learning in On Premises
  • Methodology

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