Titlebook: Deep Learning Theory and Applications; 5th International Co Ana Fred,Allel Hadjali,Carlo Sansone Conference proceedings 2024 The Editor(s)

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Scoping Review of Active Learning Strategies and Their Evaluation Environments for Entity Recognitioon time (13.) was only occasionally included. The 62 papers used 57 different datasets to evaluate their respective strategies. Most datasets contained newspaper articles or biomedical/medical data. Our analysis revealed that 26 out of 57 datasets are publicly accessible.. Numerous active learning s

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Solar Activity Impact on Firefighter Interventions: Factors Analysisated deaths, reaching nearly 1500 during the four heatwave episodes and exceeding 5000 over the entire summer period, as documented by the Ministry of Ecology, emphasizes the crucial nature of our research. Over an eight-year period, from 2015 to 2023, our methodology encompasses data preparation, i

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Online Job Posting Authenticity Prediction with Machine and Deep Learning: Performance Comparison Beperformed all other classifiers with an accuracy of 95.68% and a prediction time of 13 s. The second highest performer was the Naive Bayes classifier which attained an accuracy of 95.38% and a prediction time of 0.2 s.

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Mitigating Class Imbalance in Healthcare AI Image Classification: Evaluating the Efficacy of Existin medical AI applications and challenges in the experimentation technique. The experiment results showcase promising enhancements in the classification model, particularly notable when employing Pix2Pix and Stable Diffusions. Each method exhibits distinct strengths and considerations, contributing to

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