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Home > Prediction of Agriculture Crop Production Using Machine Learning Algorithms: Mphil Computer Science

Prediction of Agriculture Crop Production Using Machine Learning Algorithms: Mphil Computer Science

Thesis Info

Author

Iqbal Hussain

Supervisor

MoizUdDin Ahmed

Institute

Allama Iqbal Open University

Institute Type

Public

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2020

Thesis Completion Status

Completed

Page

104p.

Language

English

Other

Classification: 006.31 IQP

Added

2022-07-09 15:11:20

Modified

2023-01-06 19:20:37

ARI ID

1676729762206

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لال بہادر شاستری (انگریزی سے اردو ترجمہ )

یہ کتاب ہندوستان کے دوسرے وزیر اعظم لال بہادر شاستری کی زندگی اور ان کے کارناموں پر لکھی گئی ہے جسے ان کے P.S ( پرسنل سیکرٹری) نے تالیف کیا اور اس میں ان کی پیدائش سے لے کر ماسکو میں ان کے انتقال تک کے تمام حالات قلمبند کیے ہیں۔ پروفیسر عبد الحق نے اس کا اردو زبان میں ترجمہ کیا ہے۔ اس کا اجرا وائس پریذیڈنٹ آف انڈیا نے مئی 2007ء میں کیا۔

Analisis Budaya dalam Pembelian Perabotan Rumah Tangga secara Kredit Pada Keluarga Mampu di Desa Buatan II menurut Perspektif Ekonomi Syariah

This research is motivated by the large number of well-off families who still buy household furniture on credit in Artificial Village II. This makes researchers interested in researching further the reasons why families are able to still buy goods on credit. The problem studied is how cultural factors influence the purchase of household furniture on credit among well-off families and what is the opinion of Sharia Economics regarding rich families who use credit to buy furniture for their homes. Field research uses qualitative field methods The data required for this situation is the buyer (well-off family) and seller who completed the credit trade exchange in Artificial Village II. Observations, interviews and documentation were used to obtain data. Analysis of qualitative descriptive data from this research reveals that cultural factors are the main reason why people in Artificial Village II can buy household furniture on credit. Many people in Artificial Village II do not understand what cultural factors exist in society, so without realizing it, culture is the main cause of people buying goods on credit. Islam does not forbid this strategy of buying and selling on credit because it can make it easier for people to get the goods they need because they don't need to spend money for it. That the support and conditions framed by Islam should be adhered to in carrying out trade exchanges to ensure harmony between associations and arrangements without any pressure.

Role of Viral and Host Factors in Treatment Outcomes of Interferon Based Therapy in Chronic Hcv Pakistani Patients

To date the only standard of care for Hepatitis C virus (HCV) infection is combinational therapy of interferon and ribavirin. Interferon based therapy is a treatment of long duration, associated with cost-effects and serious side-effects. The struggle for discovering new direct-acting antiviral agents (DAAs) against HCV infection is still continued. The researchers are making efforts to use combinational therapy against HCV without the involvement of interferon. The majority of patients are treated with interferon plus weight based ribavirin. Therefore, the present study was designed to search for independent markers that may significantly predict the treatment outcomes of interferon based therapy of HCV infection in Pakistani population. This study would assist the clinic doctors and researchers for personalized treatment of HCV infection. Both viral and host factors were considered for the prediction of interferon based therapy of HCV infection in the present study. There were recruited 140 chronic HCV patients and 120 healthy individuals. In the current study; patient characteristics, single nucleotide polymorphisms (SNPs) of important genes, viral genotypes and baseline viral load were considered. SNPs of the host genome were studied by allele specific polymerase chain reaction (AS-PCR), amplification refractory mutation system polymerase chain reaction (ARMS-PCR), and restriction length polymorphism polymerase chain reaction (RFLP-PCR). HCV genotyping was performed by Ohno method. HCV viral quantification was performed by real time PCR. The results showed that HCV genotype 3 was the most prevalent genotype (81%) with a very high response rate (91%). The distribution of other HCV genotypes was Abstract xxii comparatively less and also showed decreased response rate to interferon based therapy. The level of alanine aminotransferase (ALT) and low baseline viral load were linked with enhanced response rate to combinational therapy of HCV infection. Regarding SNPs in the host genome; SNPs of interleukin 28B (IL28B) clustered RefSNPs (rs) 12979860 and rs8099917, IL18 promoter variants, -607C/A (rs1946518) and -137G/C (rs187238), oligoadenylate synthetase gene 1 (OAS1) at exon 7 splice accepter site (SAS), rs10774671, osteopontin (OPN) -442 C/T (rs11730582), TGF-β1 functional polymorphism at codon 10 T/C (rs1982073) and codon 25 G/C (rs1800471), a single nucleotide variant in intron 6 of GALNT8 rs10849138 were analyzed for their association with natural clearance and interferon based therapy of HCV infection. There was found significant associations of IL28B rs12979860CC genotype, OAS1 rs12979860GG genotype, IL18 -607AA genotype, OPN -442TT genotype with HCV infection and treatment response. In conclusion, HCV genotyping and testing of IL28B polymorphism may be used as predictive markers for the outcomes of interferon based therapy in Pakistani population.