Zielgruppe

This workshop is intended for:

• Developers
• Solution architects
• Data engineers
• Individuals, interested in building solutions with machine learning - no machine learning experience required!

Inhalte

• Using real-world examples, you’ll learn about important concepts, terminology, and the phases of a machine learning pipeline. Learn how you can unlock new insights and value for your business using machine learning:
• Module 1: Machine learning basics
• Classical programming vs. machine learning approach
• What is a model?
• Algorithm features, weights, and outputs
• Machine learning algorithm categories
• Supervised algorithms
• Unsupervised algorithms
• Reinforcement learning
• Module 2: What is deep learning?
• How does deep learning work?
• How deep learning is different
• Module 3: The Machine Learning Pipeline
• Business problem
• Data collection and integration
• Data processing and visualization
• Feature engineering
• Model training and tuning
• Model evaluation
• Model deployment
• Module 4: What are my next steps?
• Resources to continue learning