Application of machine learning techniques on the context of livestock analysis

This thesis is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2018.

Chi tiết về thư mục
Những tác giả chính:	Islam, Md. Shajedul, Masud, Syed Tahmid, Tawheed, Bhuiyan Mustafa
Tác giả khác:	Arif, Hossain
Định dạng:	Luận văn
Ngôn ngữ:	English
Được phát hành:	BRAC University 2018
Những chủ đề:	Machine learning Livestock analysis Regression Models Decision trees Bangladesh Livestock Research Institute Machine learning. Data Mining
Truy cập trực tuyến:	http://hdl.handle.net/10361/10937

id	10361-10937
record_format	dspace
spelling	10361-109372022-01-26T10:23:14Z Application of machine learning techniques on the context of livestock analysis Islam, Md. Shajedul Masud, Syed Tahmid Tawheed, Bhuiyan Mustafa Arif, Hossain Department of Computer Science and Engineering, BRAC University Machine learning Livestock analysis Regression Models Decision trees Bangladesh Livestock Research Institute Machine learning. Data Mining This thesis is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2018. Cataloged from PDF version of thesis. Includes bibliographical references (pages 49-51). Livestock industry has been one of the fastest growing sectors of business and research in Bangladesh over the past decade. This rising, lucrative and profitable industry seems to be attracting a good number of enthusiastic investors to invest their capital, and make a contribution to the country’s overall GDP, and recover the deficit in meat production. However, due to lack of suitable resources, reliable data and information, proper knowledge and precise guidance, these investors are lagging behind in generating their expected outcomes. Moreover, these investors and farmers tend to make choices based on their experience only. To come to their assistance in making compatible decisions and provide with a profitable and efficient approach in the investor’s business expansion in Bangladesh, this research aims to establish an intelligent prediction methodology through regression analysis, by implementing data mining and supervised machine learning techniques. This research provides some cattle’s breed based analysis depending on different related factors, which includes age, current weight of cattle, the environment it is reared on, the diet plan and the geographical region it originated from. The models implemented in this research were, Linear Regression model, Ordinary Least Square Regression model, Polynomial Regression model and Decision Tree learning for attaining this prediction mechanism. For executing the analysis, an unanalyzed data set, having a period of 12 years, were collected from Bangladesh Livestock Research Institute, Savar Dairy Farm, and Meghdubi Agro farm. Md. Shajedul Islam Syed Tahmid Masud Bhuiyan Mustafa Tawheed B. Computer Science and Engineering 2018-12-03T04:19:38Z 2018-12-03T04:19:38Z 2018 2018-08 Thesis ID 14101058 ID 14301004 ID 14101244 http://hdl.handle.net/10361/10937 en BRAC University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 51 pages 51 pages application/pdf BRAC University
institution	Brac University
collection	Institutional Repository
language	English
topic	Machine learning Livestock analysis Regression Models Decision trees Bangladesh Livestock Research Institute Machine learning. Data Mining
spellingShingle	Machine learning Livestock analysis Regression Models Decision trees Bangladesh Livestock Research Institute Machine learning. Data Mining Islam, Md. Shajedul Masud, Syed Tahmid Tawheed, Bhuiyan Mustafa Application of machine learning techniques on the context of livestock analysis
description	This thesis is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2018.
author2	Arif, Hossain
author_facet	Arif, Hossain Islam, Md. Shajedul Masud, Syed Tahmid Tawheed, Bhuiyan Mustafa
format	Thesis
author	Islam, Md. Shajedul Masud, Syed Tahmid Tawheed, Bhuiyan Mustafa
author_sort	Islam, Md. Shajedul
title	Application of machine learning techniques on the context of livestock analysis
title_short	Application of machine learning techniques on the context of livestock analysis
title_full	Application of machine learning techniques on the context of livestock analysis
title_fullStr	Application of machine learning techniques on the context of livestock analysis
title_full_unstemmed	Application of machine learning techniques on the context of livestock analysis
title_sort	application of machine learning techniques on the context of livestock analysis
publisher	BRAC University
publishDate	2018
url	http://hdl.handle.net/10361/10937
work_keys_str_mv	AT islammdshajedul applicationofmachinelearningtechniquesonthecontextoflivestockanalysis AT masudsyedtahmid applicationofmachinelearningtechniquesonthecontextoflivestockanalysis AT tawheedbhuiyanmustafa applicationofmachinelearningtechniquesonthecontextoflivestockanalysis
_version_	1814309626014859264

Application of machine learning techniques on the context of livestock analysis

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