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
- Projects
- Predicting student performance
- Detecting cancer
- And more…