Data Mining Methods(5)

 Bilal Hussain Malik

                                                          Data Mining Methods

                                                    Neural Networks

Neural networks are deep learning models that handle complex data by possessing artificial neurons stacked in layers that are interconnected. They automatically learn features from raw data and perform optimally for image/speech recognition and natural language comprehension. Architectures go from feedforward networks to complex CNNs and RNNs. Although extremely powerful for unstructured data, they need enormous data sets and heavy computation power. Applications include medical imaging inspection, autonomous vehicles, and predictive maintenance. Their ability to learn hierarchical representations positions them to excel better in pattern recognition tasks on high-dimensional data, though they generally operate as "black boxes" with low interpretability.