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Late Bhausaheb Hiray S.S. Trust was established by Dr. Baliramji Hiray (ex-Education Minister Government of Maharashtra) in 1977, with the sole view of providing quality Education to the people of Maharashtra. It is a charitable trust with leading social workers, philanthropists, and doctors as members. With various courses to cater to multiple segments of urban and rural people, all provided at a reasonable cost, these colleges are spread over Mumbai, Nasik and Malegaon, offering several educational courses/ programme for over 10,000 students. The Institute of Computer Application started the M.C.A. programme in year 2001 with prior approval from the AICTE and affliation with University of Mumbai. All students are selected based on the Common Entrance Test (CET) score covering topics on aptitude and computer concepts conducted by the CET Cell of the Government of Maharashtra and the Directorate of Technical Education (DTE) of Maharashtra. It is a 2-year full time postgraduate course open to graduates of any field with Mathematics (10+2 level). Divided into 4 semesters, the course includes a full time 6-month internship IT industry as the last semester.
Other titles available by the Institute of Computer Application
1. Advance Java Practical Journal
2. Big Data and Visualization
3. Data Mining and Business Intelligence Lab Manual
4. Ethical Hacking Lab Manual
5. Internet of Things Lab Manual
6. Distributed System and Cloud Computing Lab Manual
7. Network Simulator -3 (NS-3) Practical Lab Manual
8. Blockchain & Solidity Program Lab Manual
9. Web Technology with Node js, Angular js and MySQL
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
LATE BHAUSAHEB HIRAY S.S. TRUST’S INSTITUTE OF COMPUTER APPLICATION BANDRA, EAST MUMBAI-51
Assistant Professor Aquila Shaikh, Dr. Rashmita Pradhan, Divakar Jhar
Faculty, Master of Computer Application (M.C.A.)
Late Bhausaheb Hiray S.S. Trust’s Institute of Computer Application
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
LATE BHAUSAHEB HIRAY S.S. TRUST’S INSTITUTE OF COMPUTER APPLICATION BANDRA, EAST MUMBAI-51
Assistant Professor Aquila Shaikh, Dr. Rashmita Pradhan, Divakar Jhar
Faculty, Master of Computer Application (M.C.A.)
Late Bhausaheb Hiray S.S. Trust’s Institute of Computer Application
Copyright © Late Bhausaheb Hiray S.S. Trust’s Institute Of Computer Application, Bandra (E), Mumbai-51, 2023
All rights reserved. No part of this publication may be reproduced, distributed, or transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the author, except in the case of brief quotations embodied in critical reviews and certain other non-commercial uses permitted by copyright law. For permission requests, write to the publisher at the address below.
This book can be exported from India only by the publishers or by the authorized suppliers. Infringement of this condition of sale will lead to Civil and Criminal prosecution.
Paperback ISBN: 978-81-19221-07-3
eBook ISBN: 978-81-19221-19-6
WebPDF ISBN: 978-81-19221-13-4
Note: Due care and diligence has been taken while editing and printing the book; neither the author nor the publishers of the book hold any responsibility for any mistake that may have inadvertently crept in.
The publishers shall not be liable for any direct, consequential, or incidental damages arising out of the use of the book. In case of binding mistakes, misprints, missing pages, etc., the publishers’ entire liability, and your exclusive remedy, is replacement of the book within one month of purchase by similar edition/reprint of the book.
Printed and bound in India by
16Leaves
2/579, Singaravelan Street
Chinna Neelankarai
Chennai – 600 041, India
Call: 91-9940638999
Copyright © Late Bhausaheb Hiray S.S. Trust’s Institute Of Computer Application, Bandra (E), Mumbai-51, 2023
All rights reserved. No part of this publication may be reproduced, distributed, or transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the author, except in the case of brief quotations embodied in critical reviews and certain other non-commercial uses permitted by copyright law. For permission requests, write to the publisher at the address below.
This book can be exported from India only by the publishers or by the authorized suppliers. Infringement of this condition of sale will lead to Civil and Criminal prosecution.
Paperback ISBN: 978-81-19221-07-3
eBook ISBN: 978-81-19221-19-6
WebPDF ISBN: 978-81-19221-13-4
Note: Due care and diligence has been taken while editing and printing the book; neither the author nor the publishers of the book hold any responsibility for any mistake that may have inadvertently crept in.
The publishers shall not be liable for any direct, consequential, or incidental damages arising out of the use of the book. In case of binding mistakes, misprints, missing pages, etc., the publishers’ entire liability, and your exclusive remedy, is replacement of the book within one month of purchase by similar edition/reprint of the book.
Printed and bound in India by
16Leaves
2/579, Singaravelan Street
Chinna Neelankarai
Chennai – 600 041, India
Call: 91-9940638999
Copyright © Late Bhausaheb Hiray S.S. Trust’s Institute Of Computer Application, Bandra (E), Mumbai-51, 2023
All rights reserved. No part of this publication may be reproduced, distributed, or transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the author, except in the case of brief quotations embodied in critical reviews and certain other non-commercial uses permitted by copyright law. For permission requests, write to the publisher at the address below.
This book can be exported from India only by the publishers or by the authorized suppliers. Infringement of this condition of sale will lead to Civil and Criminal prosecution.
Paperback ISBN: 978-81-19221-07-3
eBook ISBN: 978-81-19221-19-6
WebPDF ISBN: 978-81-19221-13-4
Note: Due care and diligence has been taken while editing and printing the book; neither the author nor the publishers of the book hold any responsibility for any mistake that may have inadvertently crept in.
The publishers shall not be liable for any direct, consequential, or incidental damages arising out of the use of the book. In case of binding mistakes, misprints, missing pages, etc., the publishers’ entire liability, and your exclusive remedy, is replacement of the book within one month of purchase by similar edition/reprint of the book.
Printed and bound in India by
16Leaves
2/579, Singaravelan Street
Chinna Neelankarai
Chennai – 600 041, India
Call: 91-9940638999
Chapter 1:Logic Programming with Prolog and AI Problems
Chapter 2:Study of Python Libraries
Chapter 3:Study of Python Libraries: Continued
Chapter 4:Study of Supervised Learning
Chapter 5:Study of Dimension Reduction
Chapter 6:Study of Principal Components Analysis
Chapter 7:Implementation of K-Means Clustering
Chapter 8:Study of Support Vector Machines (SVMs)
Chapter 9:Study of Bagging Algorithm
Chapter 1:Logic Programming with Prolog and AI Problems
Chapter 2:Study of Python Libraries
Chapter 3:Study of Python Libraries: Continued
Chapter 4:Study of Supervised Learning
Chapter 5:Study of Dimension Reduction
Chapter 6:Study of Principal Components Analysis
Chapter 7:Implementation of K-Means Clustering
Chapter 8:Study of Support Vector Machines (SVMs)
Chapter 9:Study of Bagging Algorithm
Late Bhausaheb Hiray S.S. Trust was established by Dr. Baliramji Hiray (ex-Education Minister Government of Maharashtra) in 1977, with the sole view of providing quality Education to the people of Maharashtra. It is a charitable trust with leading social workers, philanthropists, and doctors as members. With various courses to cater to multiple segments of urban and rural people, all provided at a reasonable cost, these colleges are spread over Mumbai, Nasik and Malegaon, offering several educational courses/ programme for over 10,000 students. The Institute of Computer Application started the M.C.A. programme in year 2001 with prior approval from the AICTE and affliation with University of Mumbai. All students are selected based on the Common Entrance Test (CET) score covering topics on aptitude and computer concepts conducted by the CET Cell of the Government of Maharashtra and the Directorate of Technical Education (DTE) of Maharashtra. It is a 2-year full time postgraduate course open to graduates of any field with Mathematics (10+2 level). Divided into 4 semesters, the course includes a full time 6-month internship IT industry as the last semester.
Other titles available by the Institute of Computer Application
1. Advance Java Practical Journal
2. Big Data and Visualization
3. Data Mining and Business Intelligence Lab Manual
4. Ethical Hacking Lab Manual
5. Internet of Things Lab Manual
6. Distributed System and Cloud Computing Lab Manual
7. Network Simulator -3 (NS-3) Practical Lab Manual
8. Blockchain & Solidity Program Lab Manual
9. Web Technology with Node js, Angular js and MySQL
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
LATE BHAUSAHEB HIRAY S.S. TRUST’S INSTITUTE OF COMPUTER APPLICATION BANDRA, EAST MUMBAI-51
Assistant Professor Aquila Shaikh, Dr. Rashmita Pradhan, Divakar Jhar
Faculty, Master of Computer Application (M.C.A.)
Late Bhausaheb Hiray S.S. Trust’s Institute of Computer Application
ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING
LATE BHAUSAHEB HIRAY S.S. TRUST’S INSTITUTE OF COMPUTER APPLICATION BANDRA, EAST MUMBAI-51
Assistant Professor Aquila Shaikh, Dr. Rashmita Pradhan, Divakar Jhar
Faculty, Master of Computer Application (M.C.A.)
Late Bhausaheb Hiray S.S. Trust’s Institute of Computer Application
Copyright © Late Bhausaheb Hiray S.S. Trust’s Institute Of Computer Application, Bandra (E), Mumbai-51, 2023
All rights reserved. No part of this publication may be reproduced, distributed, or transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the author, except in the case of brief quotations embodied in critical reviews and certain other non-commercial uses permitted by copyright law. For permission requests, write to the publisher at the address below.
This book can be exported from India only by the publishers or by the authorized suppliers. Infringement of this condition of sale will lead to Civil and Criminal prosecution.
Paperback ISBN: 978-81-19221-07-3
eBook ISBN: 978-81-19221-19-6
WebPDF ISBN: 978-81-19221-13-4
Note: Due care and diligence has been taken while editing and printing the book; neither the author nor the publishers of the book hold any responsibility for any mistake that may have inadvertently crept in.
The publishers shall not be liable for any direct, consequential, or incidental damages arising out of the use of the book. In case of binding mistakes, misprints, missing pages, etc., the publishers’ entire liability, and your exclusive remedy, is replacement of the book within one month of purchase by similar edition/reprint of the book.
Printed and bound in India by
16Leaves
2/579, Singaravelan Street
Chinna Neelankarai
Chennai – 600 041, India
Call: 91-9940638999
Copyright © Late Bhausaheb Hiray S.S. Trust’s Institute Of Computer Application, Bandra (E), Mumbai-51, 2023
All rights reserved. No part of this publication may be reproduced, distributed, or transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the author, except in the case of brief quotations embodied in critical reviews and certain other non-commercial uses permitted by copyright law. For permission requests, write to the publisher at the address below.
This book can be exported from India only by the publishers or by the authorized suppliers. Infringement of this condition of sale will lead to Civil and Criminal prosecution.
Paperback ISBN: 978-81-19221-07-3
eBook ISBN: 978-81-19221-19-6
WebPDF ISBN: 978-81-19221-13-4
Note: Due care and diligence has been taken while editing and printing the book; neither the author nor the publishers of the book hold any responsibility for any mistake that may have inadvertently crept in.
The publishers shall not be liable for any direct, consequential, or incidental damages arising out of the use of the book. In case of binding mistakes, misprints, missing pages, etc., the publishers’ entire liability, and your exclusive remedy, is replacement of the book within one month of purchase by similar edition/reprint of the book.
Printed and bound in India by
16Leaves
2/579, Singaravelan Street
Chinna Neelankarai
Chennai – 600 041, India
Call: 91-9940638999
Copyright © Late Bhausaheb Hiray S.S. Trust’s Institute Of Computer Application, Bandra (E), Mumbai-51, 2023
All rights reserved. No part of this publication may be reproduced, distributed, or transmitted in any form or by any means, including photocopying, recording, or other electronic or mechanical methods, without the prior written permission of the author, except in the case of brief quotations embodied in critical reviews and certain other non-commercial uses permitted by copyright law. For permission requests, write to the publisher at the address below.
This book can be exported from India only by the publishers or by the authorized suppliers. Infringement of this condition of sale will lead to Civil and Criminal prosecution.
Paperback ISBN: 978-81-19221-07-3
eBook ISBN: 978-81-19221-19-6
WebPDF ISBN: 978-81-19221-13-4
Note: Due care and diligence has been taken while editing and printing the book; neither the author nor the publishers of the book hold any responsibility for any mistake that may have inadvertently crept in.
The publishers shall not be liable for any direct, consequential, or incidental damages arising out of the use of the book. In case of binding mistakes, misprints, missing pages, etc., the publishers’ entire liability, and your exclusive remedy, is replacement of the book within one month of purchase by similar edition/reprint of the book.
Printed and bound in India by
16Leaves
2/579, Singaravelan Street
Chinna Neelankarai
Chennai – 600 041, India
Call: 91-9940638999
Chapter 1:Logic Programming with Prolog and AI Problems
Chapter 2:Study of Python Libraries
Chapter 3:Study of Python Libraries: Continued
Chapter 4:Study of Supervised Learning
Chapter 5:Study of Dimension Reduction
Chapter 6:Study of Principal Components Analysis
Chapter 7:Implementation of K-Means Clustering
Chapter 8:Study of Support Vector Machines (SVMs)
Chapter 9:Study of Bagging Algorithm
Chapter 1:Logic Programming with Prolog and AI Problems
Chapter 2:Study of Python Libraries
Chapter 3:Study of Python Libraries: Continued
Chapter 4:Study of Supervised Learning
Chapter 5:Study of Dimension Reduction
Chapter 6:Study of Principal Components Analysis
Chapter 7:Implementation of K-Means Clustering
Chapter 8:Study of Support Vector Machines (SVMs)
Chapter 9:Study of Bagging Algorithm