The Tisza River has been a source of livelihood for the people living in its region for centuries. In recent years, however, the river and its surroundings have been subjected to more and more serious pollution by agriculture, industry, and the activities of cities. Numerous technical interventions were carried out on the river (A Tisza-szabályozásról folyó…
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In modern, network-centric joint-force operations, there is a high demand for intelligence, surveillance, and reconnaissance (ISR) resources, which must be defined within a limited time frame and in such a way as to provide the most suitable assets for a mission. As stated in Joint and National Intelligence Support to Military Operations Joint Publication 2-01 (2004),…
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Reinforcement learning (RL) is a machine learning (ML) technique that trains the policy of the agent, who “must discover which actions yield the most reward by trying them (Sutton et al., 2018)” in a given situation. During trial-and-error iterations the agent evaluates the given feedback after each interaction, where the feedback can be a reward or a punishment, and then…
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Introduction In recent years, artificial environments such as virtual, augmented, and mixed reality have been investigated to see if these technologies can support the healthcare industry. Virtual reality (VR) is a completely computer-generated 3D environment, the user has no contact with the real world. Augmented reality (AR) is an environment that extends the real world…
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Introduction The number and variety of tools and services that leverage Artificial Intelligence (AI) capabilities that humans benefit from in their everyday lives have continuously accelerated in the past years. AI is present in different industries, however, in this article, I focus my evaluation on the advantages and disadvantages of applying AI for juridical decision-making…
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As hardware costs decrease and bandwidth increases, software produced today consumes a lot of electricity, as developers no longer need to worry about using resources efficiently, which increases carbon emissions dreadfully. According to Avanade, the amount of electricity usage and carbon emission of software and services of an enterprise “could be the equivalent of keeping…
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Introduction In the last few years, artificial intelligence (AI) has become more and more prevalent and powerful. Many speeches around AI nowadays explain how these technologies can be benefitted to predict stock prices and create value for an organization. In fact, even the online courses that are meant to educate newcomers in the field are…
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Microsoft made an amazing history in machine learning (ML) and artificial intelligence (AI). They proudly announced the preview of Reinforcement Learning (RL) on Azure Machine Learning at Build 2020. Today, the research project between Microsoft Research and Ninja Theory aims to leverage state-of-the-art RL in gaming, more specifically, how well agents can learn to collaborate…
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In the previous post you got an overview about interpretability, and the different explainers available in the Interpret-Text tool. In this post you will get an understanding of how to use one of the explainers: Introspective Rationale Explainer. To generate an outstanding text fragment of important features for training a classification model, Introspective Rationale Explainer uses…
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In the previous post you got an overview about interpretability, and the different explainers available in the Interpret-Text tool. In this post you will get an understanding of how to use one of the explainers: Unified Information Explainer. The Unified Information Explainer can be used when a unified and intelligible explanation is needed about the transformer,…
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