NNI automates feature engineering, neural architecture search, hyperparameter tuning, and model compression for deep learning models. It supports distributed training across multiple platforms and integrates with frameworks like PyTorch and TensorFlow. The toolkit provides automated model optimization capabilities including Bayesian optimization for hyperparameter search and structured pruning for model compression.