#visualization

'A hands-on mini tutorial shows how Action, Tool, and Supervisor agents collaborate in a GridWorld using Q-learning, local feedback, and overrides to learn safe goal-directed navigation.'

'Hands-on Optuna tutorial showing pruning, Pareto multi-objective search, custom early-stopping callbacks and visual analysis to accelerate and interpret hyperparameter tuning.'

'Hands-on Zarr guide showing chunk strategies, codec benchmarks, hierarchical organization, advanced indexing and visualizations — complete with full Python examples.'