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Training the Artificial Neural Network to Learn Xor and or Logic Using Backpopagation Algorithm

Thesis Info

Author

Mahmood Ahmed.

Department

Computer Science Deptt. , UET

Institute

University of Engineering and Technology

Institute Type

Public

Campus Location

UET Main Campus

City

Lahore

Province

Punjab

Country

Pakistan

Thesis Completion Status

Completed

Page

iii,67 .: HB, ill.; diags. 25 cm.

Subject

Computering

Language

English

Other

Hardcover.; Call No: 004 M 11 T

Added

2021-02-17 19:49:13

Modified

2023-01-06 19:20:37

ARI ID

1676712674825

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مولانا حافظ عبدالعزیز

مولانا حافظ عبدالعزیز
یہ سطور ابھی زیر تحریر ہی تھیں کہ جامعہ اشرفیہ مبارکپور کے سربراہ اعلیٰ مولانا حافظ عبدالعزیز کی وفات کی اطلاع ملی ان کی عمر اسی سال سے متجادز تھی، مگر ابھی خیال نہ تھا کہ وقت موعود اتنا قریب آچکا ہے، وہ بریلوی مدرسۂ فکر سے تعلق رکھتے تھے، مگر مزاج میں اتنا اعتدال تھا کہ دوسرے حلقہ کے لوگوں سے بھی خندہ پیشانی اور فراخ دلی سے ملتے تھے، علمی مشاغل کے ساتھ عبادت وریاضت سے بھی خاص شغف تھا، راقم الحروف نے ۱۹۶۸؁ء کے موسم حج میں ہندوستانی سفارت خانہ کی ایک تقریب میں پہلی بار انھیں دیکھا تھا، اور ان کی سادگی، احتیاط، اور زاہدانہ زندگی سے متاثر ہوا تھا، اﷲ تعالیٰ ان کے ساتھ رحمت و مغفرت فرمائے، اور ان کے اہل و عیال اور عقیدت مندوں کو صبر جمیل اور دین و ملت کی پر خلوص خدمت کی توفیق عطا فرمائے۔ (’’ع ۔ق‘‘، جون ۱۹۷۶ء)یہ سطور ابھی زیر تحریر ہی تھیں کہ جامعہ اشرفیہ مبارکپور کے سربراہ اعلیٰ مولانا حافظ عبدالعزیز کی وفات کی اطلاع ملی ان کی عمر اسی سال سے متجادز تھی، مگر ابھی خیال نہ تھا کہ وقت موعود اتنا قریب آچکا ہے، وہ بریلوی مدرسۂ فکر سے تعلق رکھتے تھے، مگر مزاج میں اتنا اعتدال تھا کہ دوسرے حلقہ کے لوگوں سے بھی خندہ پیشانی اور فراخ دلی سے ملتے تھے، علمی مشاغل کے ساتھ عبادت وریاضت سے بھی خاص شغف تھا، راقم الحروف نے ۱۹۶۸؁ء کے موسم حج میں ہندوستانی سفارت خانہ کی ایک تقریب میں پہلی بار انھیں دیکھا تھا، اور ان کی سادگی، احتیاط، اور زاہدانہ زندگی سے متاثر ہوا تھا، اﷲ تعالیٰ ان کے ساتھ رحمت و مغفرت فرمائے، اور ان کے اہل و عیال اور عقیدت مندوں کو صبر جمیل اور دین و ملت کی پر خلوص خدمت کی...

موجودہ وبائی ماحول میں عسل کی طبی افادیت جدیدسائنس اور اسلامی تعلیمات کی روشنی میں

 Honey is an unparalleled treasure of medicinal properties. Honey has the ability to strengthen the human body's immune system. Therefore, the use of honey and other natural foods is extremely beneficial and effective in current epidemic environment. Honey is one of the most appreciated and valued natural blessing of Allah for human being. Medicinal importance of honey hase been described in Holy Quran. Holy prophet (SAW) has advised to use honey because honey provides body instant energy. There are several varieties of honey are found in different areas of the world. Honey has been taken for research because of its nutritional popularity and medicinal quality. Honey is high in important nutrients of benefits and uses. Honey contains carbohydrates, vitamins, minerals and a significant amount of fiber. Nutrients of honey can improve digestive system by preventing constipation. Immunity system can be improved by using honey in epidemic environment. Honey is a source of fructose, which does not harm patients of diabetes. The fructose makes a better substitute for sugar because of the fiber, nutrients and antioxidants. Honey is comprised of several minerals including phosphorus, iron, potassium, calcium and magnesium. Honey has very small amount of protein and fats. This research paper analyzes ingredients and minerals of honey in Islamic perspective. The research work highlights medical benefits of honey in the light of modern science and Islamic teachings in the current epidemic environment.

Development of Framework for Implementation of Electronic Supply Chain

Pakistan Maintenance, Repair and Overhaul (MRO) sector companies are facing a significant competition among themselves. Aerospace spares supply chains are highly complex due to volatile and high demands. The dire predicament is further affected due to the highly competitive global market, characterized by other airlines and aerospace sector companies with more robust Electronic Supply Chain Management (ESCM) systems. Such a competitive environment demands more effective and efficacious supply chain management systems, implying a strong need by the MRO sector to embrace effective ESCM systems. This study was aimed at developing a framework for effective implementation of electronic supply chain management in aviation MRO sector of Pakistan to manage the ever-changing needs among the consumers as a result of tough competition and globalization. Study involved primarily quantitative analysis, however, four key independent/mediating variables were identified through content analysis. After content analysis, quantitative method was used to measure the impact of these variables on dependent variable (ESCM). For quantitative analysis, questionnaire was responded by 924 respondents from Pakistan’s aircraft MRO sector companies. Both SPSS and AMOS tools were used to analyse the impact of three independent and one mediating variable on ESCM. Results validation was also done through case study. Findings of study highlighted that all three independent variables (social influence, IT infrastructure and IT training) and mediating variable (IT competence) have significant effect on the dependent variable (ESCM implementation). Confirmatory factor analysis (structural equation modelling / AMOS) also confirmed a significant mediating effect of DEVELOPMENT OF FRAMEWORK FOR e-SCM IMPLEMENTATION ii IT Knowledge and IT Experience (Expanded factors of IT Competence) on ESCM implementation. The results indicate that significance of social influence has been central among the e-SCM adoption models. The research while analysing the impact of Information Technology (IT) variables on e-SCM, found that within IT infrastructure domain, key deficiencies among the MROs in Pakistan related largely to the human resource aspect. The study also highlights that role of IT deployment capability is not limited to the physical IT infrastructure. It must be balanced with managerial IT skills (e.g. IT knowledge management and experience in IT projects management) for effective linking of information flows across organizational boundaries. The research augments the existing literature that IT training can facilitate in ensuring seamless supply chain but this improvement could come through empowerment of employees specially those working in IT division. With regard to IT competence, this study highlights that its role cannot be underscored. IT competence was further expanded into Knowledge and Experience element. In the field of IT competence, the principal challenges were identified in IT experience domain, which seemed to be lacking within the Pakistan MRO industry. The study is unique in the aspects that e-SCM implementation in Pakistan’s MRO sector has not been reviewed in existing literature and secondly the study provides the structural composition of elements for e-SCM implementation in conjunction with Social Influence, IT Infrastructure, IT Training and IT Competence through an integrated framework. Study results may provide a guideline to the managers for increasing the scope and magnitude of e-SCM. The organizational capabilities identified in study results could provide a guideline to management while transforming their conventional supply chains into those based on the internet-based supply chain network.Improving upon the motivation, social impact value and IT competence/skill level through workshops, seminars, training programs and more investments for digitalization of systems could help in more smooth e-SCM implementation in MRO sector companies. Study highlights experience in IT projects along with general IT management in IT as the weak links in e SCM implementation. Findings of research work confirm that e-SCM implementation through combined effect of study variables are significant for enhancing companies’ performance (reduction in order lead times, better inventory management, life tracking etc.) as validated through case study as well. Limitations of study with future research directions have been discussed in last part of this thesis.