21
AutoML & Neural Architecture Search
Automated model selection, tuning, and architecture design
2 lessons90 min totalexpert
1
AutoML Tools
Auto-sklearn, FLAML, H2O AutoML, AutoGluon, TPOT, Google Cloud AutoML, comparison table, and when to use AutoML
2 exercisesQuiz45m
2
Neural Architecture Search
NAS concepts (search space, search strategy, performance estimation), search strategies (random, RL-based, evolutionary, differentiable/DARTS), EfficientNet (compound scaling), hardware-aware NAS, once-for-all networks, and practical NAS tools
2 exercisesQuiz45m