Introduction to Machine Learning Using Microsoft Azure Machine Learning Studio
Course description
In this 1-day workshop, you will be introduced to Machine Learning using the Microsoft Azure Machine Learning Studio. You will learn what is machine learning, and how it can be useful to your organization. You will also learn the various machine learning algorithms and work through some real-life examples.
Structure:
What is Machine Learning?
Types of Machine Learning
Supervised Learning
Unsupervised Learning
Reinforcement Learning
Solving Problems using Machine Learning
Classification
Regression
Clustering
Introduction to Microsoft Azure Machine Learning Studio
Creating Experiments in Microsoft Azure Machine Learning Studio
Uploading Data
Data Filtering and Cleansing
Defining Data Features
Applying a Learning Algorithm
Evaluating the Model
Understanding Machine Learning Metrices
Accuracy, Recall, Precision, Receiver Operating Characteristics Curve (ROC), Area Under the Curve (AUC), thresholds, and more