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Applying Scikit-learn of Machine Learning to Predict Consumed Energy in Al-Khwarizmi College of Engineering, Baghdad, Iraq
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Globally, buildings use about 40% of energy. Many elements, such as the physical properties of the structure, the efficiency of the cooling and heating systems, the activity of the occupants, and the building’s sustainability, affect the energy consumption of a building. It is really difficult to predict how much energy a building will need. To improve the building’s sustainability and create sustainable energy sources to reduce carbon dioxide emissions from fossil fuel combustion, estimating the building's energy use is necessary. This paper explains the energy consumed in the lecture building of the Al-Khwarizmi College of Engineering, University of Baghdad (UOB), Baghdad, Iraq. The weather data and the building construction information were collected for a specific period and put into a specific data set. That data was used to find the value of energy consumption in the building using artificial intelligence and data analysis. A Python library called Scikit-learn is used to implement machine learning algorithms. In particular, the Multi-layer Perceptron regressor (MLPRegressor) algorithm was used to predict the consumption. The importance of this work lies in predicting the amount of energy consumed. The outcomes of this work can be used to predict the energy consumed by any building before it is built. The used methodology shows the ability to predict energy performance in educational buildings using previous results and train the model on them, and prediction accuracy depends on the amount of data available for the training in artificial intelligence (AI) steps to give the highest accuracy. The prediction was checked using root-mean-square error (RMSE) and coefficient of determination (R²) and we arrived at 0.16 and 0.97 for RMSE and R², respectively.

Publication Date
Mon Feb 04 2019
Journal Name
Journal Of The College Of Education For Women
Peace Indicating Words in Pre- Islamic Poetry
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In pre- Islamic poetry, there are a lot of words that indicate
peacefulness of one sort of another, in addition to the inspirations of semantic
modeling in which the poet sets himself in various horizons.
Among these words: brother, comrade, friend, companion, lover,
people, prince, home, land, country, blessing, honesty, contract, company,
justice, thankfulness, forgiveness, pardoning, guest, goodness, faithfulness,
silence, death, peace,….
In addition, there are their derivatives from various aspects that indicate
peacefulness either directly or indirectly.

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Publication Date
Mon Feb 19 2018
Journal Name
Al-academy
Creative formations in honorable prophetic decoration lines
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The Islamic art is filled with precious and holiness contents for what it carries of spiritual meanings represented by the Holy Quran, Hadith and texts which inspired the Calligrapher fertile imagination draw from it a wide space for holiness and spiritual expression with artistic explanation of aesthetic and decorative nature, its issuance pivots depended on decoration and calligraphy elements. The main elements which enriched the aesthetic and expressional side are the texts which used by the Calligraphers whom tried to be perfect and creative by presentation techniques and issuance treatments hold within the beauty of the shape and content. The most remarkable artistic achievements are honorable prophetic decoration for what it has of

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Publication Date
Fri Mar 25 2022
Journal Name
Journal Of The College Of Basic Education
Semantic image coding in contemporary Theatrical performance
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تعد مجالات الصورة وعلاماتها الحركية حضوراً دلالياً للاتصال العلامي واتساعاً في الرابطة الجدلية ما بين الدوال ومداليها، التي تقوم بها الرؤية الاخراجية لإنتاج دلالات اخفائية تمتلك جوهرها الانتقالي عبر الافكار بوصفها معطيات العرض، ويسعى التشفير الصوري الى بث ثنائية المعنى داخل الحقول المتعددة للعرض المسرحي، ولفهم المعنى المنبثق من هذه التشفيرات البصرية، تولدت الحاجة لبحث تشكيل هذه التشفيرات وكيفية تح

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Publication Date
Sat Oct 17 2015
Journal Name
Monthly Notices Of The Royal Astronomical Society
Line and continuum variability in active galaxies
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Publication Date
Tue Oct 31 2023
Journal Name
College Of Islamic Sciences
Child custody and protection In Islamic jurisprudence
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Praise be to God, Lord of the Worlds, and prayers and peace be upon our Master Muhammad and upon all his family and companions:
And then: What most concerns rational people and reformers in the modern era is the moral deviation and delinquency that dominates childhood, due to family disintegration and the lack of discipline of most societies according to the religious and moral motives called for by the heavenly messages, especially Islam, which is the final message and guarantees the reform of people in life. Every time and place.
Islam has drawn attention to this issue (childhood) and made it the focus of its consideration, considering that the child is the nucleus of society and the preparation for the future, so it ordered that

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Publication Date
Sun Nov 04 2012
Journal Name
Journal Of The College Of Basic Education
Double Stage Shrinkage Estimator in Pareto Distribution
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Publication Date
Thu Mar 05 2026
Journal Name
Al-academy
Space Efficiency in the Arabic Calligraphy panel
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Publication Date
Wed Dec 26 2018
Journal Name
Arts Journal
Investigating Students' Ability in Identifying English Modals
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Modal verbs are also called auxiliary verbs, helping verbs and modal auxiliaries. They are special auxiliary verbs that express the degree /of certainty of the action in the sentence, attitude or opinion of the writer concerning the action. These auxiliary verbs are can, could ,may, might, must, ought to, shall, should, will, would and had better. Modality is one of the most difficult aspects of learning English, because the form of modals does not follow the conventional rules of grammar, and there are so many meanings of modals that students often get confused about which modal to use. Also, many EFL learners face difficulty in choosing the proper modal verb that fit certain situations because each modal verb has many functions. The pr

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Publication Date
Wed Dec 14 2016
Journal Name
Journal Of Baghdad College Of Dentistry
Immediate Implant Placement in Fresh Extraction Socket
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Background: In the traditional protocol, the patient should wait after extraction up to six months to place the dental implant in healed bone, this waiting time accompanied by varying degrees of alveolar bone changes. In order to overcome these problems, immediate implant placement in the fresh extraction socket was introduced. The Aim of this study was to evaluate the outcome of the immediate implant placement utilizing Resonance Frequency Analysis (RFA) to quantify implant stability and osseointegration. Materials and Methods: A total of (23) patients participated in the study, receiving (44) implants placed in the sockets of teeth indicated for extraction. Clinical and radiographic preoperative assessment was accomplished for each patie

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Publication Date
Mon Feb 04 2019
Journal Name
Journal Of The College Of Education For Women
Society and Manner in Joseph Conrad's Victory
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In his novel entitled Victory. Joseph Conrad asserts himself as a writer for man
as a moral agent in this universe. His characters exhibit the possibilities for isolation
and moral deterioration in modern life. The aim of this research is to investigate some
social issues that touch the core of humanity. In this novel, Conrad's perceptive eyes
has noted so many social issues that need to be tackled. Implicitly and explicitly,
Conrad launches so many controversial issues like : communication and
disengagement or skepticism , conflict between heart and mind ,fate, demonic
identification sense of guilt in man, men , women and homosexuality, the clash
between the civilized and the raw ,the disregarded local people and

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