Azure ML Studio Code Collection by Mark Farragher

Azure ML Studio Code Collection

This course will introduce you to Azure Machine Learning Studio and get you up to speed with building and training machine learning models at cloud scale.

What my students are saying...

'Mark Farragher is a really great teacher! His ability to create enthusiasm within a student group, connected with talent to explain even very complex topics with a very simple language, is something that makes his courses unusual.'
Michal Stankowski
'Mark is a fantastic teacher with a deep understanding of his course topics, as well as broader technology / trends. The structure and pacing of Mark’s courses is excellent and he constantly relates the theory to practice.'
Phil Tomblin

What you'll learn...

  • Build and train AI models at cloud scale
  • Master Azure Machine Learning Studio
  • Supervised and Unsupervised Learning
  • Regression and Classification
  • Decision Trees and Ensembles

  • Optimizing Machine Learning models
  • Unsupervised Data Clustering
  • Recommendation Systems
  • Object Detection with Neural Networks
  • Challenging real-world Case Studies

Course requirements

For this course you'll need:

  • A Windows, OS/X, or Linux computer
  • A Web Browser
  • At least 1 hour available per weekday

Course description

Are you a CTO, tech leader, or software developer wondering what the Machine Learning hype is all about? Would you like to start experimenting with Machine Learning Models in your organization?

Then this is the course for you!

In this course, you’re going to master Azure Machine Learning Studio. You will learn about loading and processing data, building advanced machine learning pipelines, and analyzing data with Linear Regression, Binary and Multiclass Classification. You will train data models with Decision Trees, Ensembles, Neural Networks, Clustering Algorithms, and Recommendation Systems.

After completing the course, you will be able to design and train your own machine learning pipelines in the cloud for a large number of problem domains. You will have built price and demand prediction models, medical classifiers for healthcare, deep neural networks for object classification, and many other practical AI applications.

What's included?

Text Icon 66 text files

Here's what's in the course...

Course Introduction
I'm pleased to meet you!
Course prerequisites
Set Up An Azure ML Workspace
In this section...
Introducing Azure Machine Learning
Assignment: Set up Azure Machine Learning
Recap
Set Up Azure ML Datasets
In this section...
Introducing Azure Datastores and Datasets
Assignment: Set up the California Housing dataset
Recap
Process California Housing Data
In this section...
Introducing Azure Dataset Profiling
Assignment: Process the California Housing dataset
Recap
Build Machine Learning Pipelines
In this section...
Introducing Azure Machine Learning Pipelines
Introducing Azure Machine Learning Experiments
Assignment: Build your first pipeline
Recap
Predict House Prices In California
In this section...
Assignment: Predict house prices in California
My answers
Recap
Case Study: Predict Taxi Prices In New York
Introducing case studies
Predict taxi prices in New York
Predict House Prices In California (Part 2)
In this section...
Assignment: Improve the California Housing pipeline
My answers
Recap
Case Study: Predict House Prices In Iowa
Predict house prices in Iowa
Predict Heart Disease Risk In Ohio
In this section...
Assignment: Predict heart disease risk
My answers
Recap
Case Study: Detect Credit Card Fraud In Europe
Detect credit card fraud in Europe
Recognize Handwritten Digits
In this section...
Assignment: Recognize handwritten digits
My answers
Recap
Recognize Cats And Dogs
In this section...
Assignment: Recognize cats and dogs
My answers
Recap
Detect Spam SMS Messages
In this section...
Assignment: Detect spam messages
My answers
Recap
Case Study: Flag Toxic Comments On Wikipedia
Flag toxic comments on Wikipedia
Predict Titanic Survivors
In this section...
Assignment: Predict Titanic survivors
My answers
Recap
Case Study: Detect Diabetes In Pima Indians
Detect diabetes in Pima indians
Predict Bike Demand In Washington DC
In this section...
Assignment: Predict bike demand in Washington DC
My answers
Recap
Classify Unlabeled Iris Flowers
In this section...
Assignment: Classify unlabeled Iris flowers
My answers
Recap
Recommend Movies
In this section...
Assignment: Recommend movies
My answers
Recap
In Conclusion
What you've learned