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Concept

Explainable artificial intelligence

Related lectures (27)

Neural Networks: Multilayer Perceptron Log in to Mediaspace to watch this video

Explores the history, models, training, convergence, and limitations of neural networks, including the backpropagation algorithm and universal approximation.

Multi-layered Perceptron: History and Training Algorithm Log in to Mediaspace to watch this video

Explores the historical development and training of multi-layered perceptrons, emphasizing the backpropagation algorithm and feature design.

Model Analysis Log in to Mediaspace to watch this video

Explores neural model analysis in NLP, covering evaluation, probing, and ablation studies to understand model behavior and interpretability.

Classification: Introduction Log in to Mediaspace to watch this video

Covers clustering and classification, building models to assign objects to classes based on attribute values.

Geometric Insights on Deep Learning Models Log in to Mediaspace to watch this video

Delves into the geometric insights of deep learning models, exploring their vulnerability to perturbations and the importance of robustness and interpretability.

Safe Learning and Control Log in to Mediaspace to watch this video

Explores safe learning, control, multi-agent coordination, and Nash equilibrium convergence in intelligent systems.

Decision Tree Classification Log in to Mediaspace to watch this video

Covers decision tree classification using KNIME Analytics Platform for data preprocessing and model creation.