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Machine Learning - Derk van den Doel
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Advanced ML Modernization Map
From Features to Representations
Quiz: From Features to Representations
When Classical Models Still Win
Quiz: When Classical Models Still Win
Shift, Drift, Calibration & Uncertainty
Quiz: Shift, Drift, Calibration & Uncertainty
Deep Learning Core Tools
Inductive Biases: Conv/Attn/Recurrence
Quiz: Inductive Biases: Conv/Attn/Recurrence
Optimization: Schedules, Reg, Init
Quiz: Optimization: Schedules, Reg, Init
Generalization & Scaling Basics
Quiz: Generalization & Scaling Basics
Final Review
Course Synthesis & Concept Map
Quiz: Course Synthesis & Concept Map
Review: Evaluation, Drift, Calibration
Quiz: Review: Evaluation, Drift, Calibration
Future Learning Pathways
Quiz: Future Learning Pathways
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Machine Learning - Derk van den Doel
Skill Level
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Beginner
