Image classification is the process of finding common features in images from various classes and applying them to categorize and label them. The main problem of the image classification process is the abundance of images, the high complexity of the data, and the shortage of labeled data, presenting the key obstacles in image classification. The cornerstone of image classification is evaluating the convolutional features retrieved from deep learning models and training them with machine learning classifiers. This study proposes a new approach of “hybrid learning” by combining deep learning with machine learning for image classification based on convolutional feature extraction using the VGG-16 deep learning model and seven class

The woman represents an existential dualism with the man along history. This existence has been manifested through the history of Art starting from the arts of the old civilizations until modernism. It must be said that the history of Art refers to her presence as an extension for this history in the oriental arts, and the Arab countries including Iraq.  The woman has varying outputs in terms of the content of her presence and the style of presentation. In her characterizations: maternity, fertility, femininity and others. The Iraqi artists adopted these fields among them the artist Jaber Alwan who formulated his style of presentation and its units depending on the feminine presence and his experience in her formal and stylistic fie

The issue of image captioning, which comprises automatic text generation to understand an image’s visual information, has become feasible with the developments in object recognition and image classification. Deep learning has received much interest from the scientific community and can be very useful in real-world applications. The proposed image captioning approach involves the use of Convolution Neural Network (CNN) pre-trained models combined with Long Short Term Memory (LSTM) to generate image captions. The process includes two stages. The first stage entails training the CNN-LSTM models using baseline hyper-parameters and the second stage encompasses training CNN-LSTM models by optimizing and adjusting the hyper-parameters of

The research depth and dimensions of the problem of environmental pollution resulting from the combustion of fuel used in electric power generators, especially in the summer and you are the national electric power supplied by almost non-existent state where this problem is a local phenomenon that has serious dimensions to human health, as well as the possibility of using a the tax system tools of b (environmental taxes) to reduce these pollutants, so the search is aimed at the types of gases emitted from burning fuel electric generators operating in the province of Baghdad and then measure the amount of environmental pollution as well as compared to the amount of some of these gases, which is more risk to humans with permitted by the Wor

ظهر التحول نحو العولمة في ضوء التغيرات العالمية السريعة والمتلاحقة والعميقة في آثارها وتوجهاتها المستقبلية وخاصة تلك التي شهدها الربع الاخير من القرن العشرين الماضي .إذ تحول الاقتصاد العالمي بالفعل إلى قرية صغيرة متنافسة الاطراف بفعل الثورة التكنولوجية والمعلوماتية . ولم تتوقف الامور عن هذا الحد إذ ان التطور العالمي الحديث وما سيشهده العالم من سيطرة العولمة الجديدة التي تدعو لحرية التجارة وسهولة تبادل الب

القواعد الفقهية، باب واسع لإنزال الحكم الشرعي على مستجدات السياسة التي تتزايد يوماً بعد يوم، ومستجدات مسائل القضاء المعقدة، شرط أن تكون القاعدة مستمدة من النصوص الشرعية لفظاً أو دلالة. والأخذ بالقواعد الفقهية في الأحكام التي تخص السياسة الشرعية، أولى بالأخذ من الأحكام الوضعية؛ لأن قواعد الفقه هي خلاصة أحكام توصل إليها فقهاء الأمة بعد الدراسة والتمحيص، وهي مؤهلة وبشكل كبير أن تغطي حاجة أصحاب الولايات الع

Multimedia is one of the most important elements of modern educational media and must be used in educational websites in order to disseminate knowledge on a large scale and should be used to provide scientific information to all, as the current research tried to explore the possibilities of employing them in the design of educational websites and highlight their role in promoting the scientific aspects of the user. This study included four axes, the first of which was devoted to the introduction which includes the problem of research, its importance, objectives and its objective, temporal and spatial limitations, which were limited to the study of the main pages of Arabic educational websites published in 2019.  The second axis cont

For a long time, the intensification of profit represented a major goal for the company management ,but this goal confirmed a series of restrictions such the constriction on short period, the time rather than on long and medium strategic goal, the relationships with customers ,the supplies, employees , This goal is replaced by another one (intensification of the company's value) ,and the fortune of the share holders itself ,for the purpose  of creating value, the company must generate  great outcomes to cover the operating expense and to insure the a suitable compensation to the invested capital (the market value added) is  the indication used to estimate the company ability to create value –added the development