Machine Learning Basics

Curriculum90 min

• Create the Model
• Concept | Preparing a dataset for machine learning

  Concept: Preparing a Dataset for Machine Learning

• Concept | Quick models

  Quick Models

• Concept | Design tab overview

  Concept: Design Tab Overview

• Tutorial | Get started
• Tutorial | Create the model

  Hands On: Create the Model

• Evaluate the Model
• Concept | Result tab overview
• Concept | Model summary overview
• Tutorial | Evaluate the model
• Tune the Model
• Introduction to tuning the model
• Concept | Feature handling
• Concept | Feature generation & reduction
• Concept | Algorithms & hyperparameters

  Concept: Algorithms & Hyperparameters

• Tutorial | Tune the model
• Explainable AI
• Concept | Explainable AI
• Concept | Partial dependencies
• Concept | Subpopulation analysis
• Concept | Individual explanations
• Concept | What if? analysis
• Tutorial | Explain your model
• Wrap Up
• Course Checkpoint: Machine Learning Basics
• Tell us what you think
• Course complete