Machine Learning Basics

Curriculum90 min

• Create the Model
• Concept | Data preparation for machine learning
• Concept | Quick models in Dataiku
• Concept | The Design tab within the visual ML tool
• Tutorial | Get started
• Tutorial | Create the model

  Hands On: Create the Model

• Evaluate the Model
• Concept | The Result tab within the visual ML tool
• Concept | Model summaries within the visual ML tool
• Tutorial | Evaluate the model
• Tune the Model
• Introduction to tuning the model
• Concept | Features handling
• Concept | Feature generation & reduction
• Concept | Algorithm and hyperparameter selection
• Tutorial | Tune the model
• Explainable AI
• Concept | Explainable AI
• Concept | Partial dependence plots
• Concept | Subpopulation analysis
• Concept | Individual prediction explanations
• Concept | What if? analysis
• Tutorial | Explain your model
• Wrap Up
• Course Checkpoint: Machine Learning Basics
• Tell us what you think
• Course complete