When optimizing the performance of neural network-based chatbots, determining the optimizer is one of the most important aspects. Optimizers primarily control the adjustment of model parameters such as weight and bias to minimize a loss function during training. Adaptive optimizers such as ADAM have become a standard choice and are widely used for their invariant parameter updates' magnitudes concerning gradient scale variations, but often pose generalization problems. Alternatively, Stochastic Gradient Descent (SGD) with Momentum and the extension of ADAM, the ADAMW, offers several advantages. This study aims to compare and examine the effects of these optimizers on the chatbot CST dataset. The effectiveness of each optimizer is evaluat

يبحث هذا البحث في افعال المقاربة التي تعد من الافعال الناسخة في اللغة العربية التي تدخل على الجملة الاسمية فتبقي المبتدأ مرتفعا بها ويسمى اسمها وتنصب خبره وتقسم هذه الافعال الى اقسام ثلاثة افعال المقاربة وهي (كاد ,اوشك ,كرب هلهل ,قارب ) وافعال الرجاء وهي (عسى , اخلولق , حرى ) وافعال الشروع وهي (اخذ ,وهب ,بدأ ,انشا , شرع , اقبل ,قام ) وتشابه كاد في معناها وفائدتها جعل وشرع وعلى الرغم من عدم ذكر القران الكريم لأي اية فيها

Abstract The relative pronoun in Hebrew language is an important pronoun use anciently and recently, it developed and it's usage and meanings differed so, it was not confined to the particle "אֲשֶׁר" as a relative pronoun, but beside it appeared other pronouns giving the relative meaning. Hence, the topic of this research was on this basis through studying the relative pronouns in old and modern Hebrew, the way of using them and their connection with preposition particles, as well as studying the relative clause.

Muslim doctors have long spared no effort in diagnosing the various embryonic diseases that have afflicted the fetus since its early days in his mother's womb. The most important of these

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Objectives: To assess the psychological adjustment of middle school students and to identify the relationship between differences in demographic characteristics and psychological adjustment.

Methodology: A descriptive correlation design was used. The study utilized a simple random sample to select (381) students using self-report to select students who will be recruited into the study for the period from November 26^th, 2021 to April 1^st, 2022. A scale approved in the study consisting of 40 items was chosen. It measures four trends which are personal, social, familial, and emotional adjustment. The data were analyzed by applying the descriptive statistical dat

This research deals with Amicus Curiae as one of the judicial procedures widely spread in many common law countries on the one hand, and civil law countries on the other hand, as well as regional and international courts. We will seek to clarify what this procedure is, by defining it and distinguishing it from what may be suspected of judicial procedures, and then we will indicate the scope of resorting to it at the national, regional and international levels. We have supported the research with many judicial applications that used this procedure to demonstrate its importance.

    The cinematic costume is a qualitative element that transcends the direct function of it. It is an active personality that can become a brand of publicity and transformative signs that dismantle the intellectual system of acts, characters and events and reconstructs them aesthetically. For this reason, the researcher identified the subject of his research with the following address: (cinematic costumes between the function of publicity and Semiotics Significance). The researcher divided the research into the following: The methodological framework. The theoretical framework: The researcher divided it into three topics: the first topic: publicity. Function and concept. The second topic: fashion text and significance. Th

جدلية العلاقة بين الديمقراطية - المواطنة والمجتمع المدني

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