Essays about: "layer-wise relevance propagation"

Found 2 essays containing the words layer-wise relevance propagation.

1. 1. Using Layer-wise Relevance Propagation and Sensitivity Analysis Heatmaps to understand the Classification of an Image produced by a Neural Network

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Matilda Rosenlew; Timas Ljungdahl; [2019]
   Keywords : Machine learning; neural networks; layer-wise relevance propagation; sensitivity analysis; image classification;

   Abstract : Neural networks are regarded as state of the art within many areas of machine learning, however due to their growing complexity and size, a question regarding their trustability and understandability has been raised. Thus, neural networks are often being considered a "black-box". READ MORE

3. 2. Explainable Deep Learning for Natural Language Processing

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Jin Hu; [2018]
   Keywords : ;

   Abstract : Deep learning methods get impressive performance in many Natural Neural Processing (NLP) tasks, but it is still difficult to know what happened inside a deep neural network. In this thesis, a general overview of Explainable AI and how explainable deep learning methods applied for NLP tasks is given. READ MORE