• A strategy to improve the interpretability of image recognition models

    Concept Whitening disentangles the latent space of the neural network so that its axes are aligned with predefined concepts, e.g., ‘airplane’, ‘car’ and ‘dog’. This means all information about the concept gathered by the network up to that point travels through that concept’s single node. Credit: Chen, Bei & Rudin. Over the past decade or so, deep neural networks have achieved very promising results on a variety of tasks, including image recognition tasks. Despite their advantages, these networks are very complex and sophisticated, which makes interpreting what they learned and determining the processes behind their predictions difficult or sometimes impossible. This lack of interpretability makes deep neural networks somewhat untrustworthy…

  • Nokia 3600

    In this productivity competitiveness era, cell phone has develop into crucial and essential gadget of this decade. There are many forms of info expertise like computer systems, sensors, robots and determination help systems. The most recent one being used in the market right now are handhelds to help managers and subordinates to assist their every day operations in the office. As a result of emergence of varied accounting system technology, Electronic Knowledge Course of Auditing now also referred to as Info Expertise Auditing was launched to also cater to the necessity for technology management and as a response to utilize computer systems’ capacity for attestation services. The opposite benefit of…