Practical Machine Learning
Language: English
Published by CRC Press, 2025
- Softcover
- New

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Seller Inventory # L0-9781032770291
- Title
- Practical Machine Learning
- Author
- Ally S. Nyamawe
- Publisher
- CRC Press
- Publication year
- 2025
- Condition
- New
- Binding
- PAP
- Language
- English
- ISBN 10
- 1032770295
- ISBN 13
- 9781032770291
- Item weight
- 323 grams
The book provides an accessible, comprehensive introduction for beginners to machine learning, equipping them with the fundamental skills and techniques essential for this field.
It enables beginners to construct practical, real-world solutions powered by machine learning across diverse application domains. It demonstrates the fundamental techniques involved in data collection, integration, cleansing, transformation, development, and deployment of machine learning models. This book emphasizes the importance of integrating responsible and explainable AI into machine learning models, ensuring these principles are prioritized rather than treated as an afterthought. To support learning, this book also offers information on accessing additional machine learning resources such as datasets, libraries, pre-trained models, and tools for tracking machine learning models. This is a core resource for students and instructors of machine learning and data science looking for a beginner-friendly material which offers real-world applications and takes ethical discussions into account.
The Open Access version of this book, available at http://www.taylorfrancis.com, has been made available under a Creative Commons Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND) 4.0 license.
"Synopsis" may belong to another edition of this title.
About the Author
Ally S. Nyamawe is a computer scientist with over 15 years of experience in academia. He holds a PhD in Computer Science and Technology from Beijing Institute of Technology (2020), and his research interest mainly focuses on AI applications in Software Engineering. Nyamawe is a senior lecturer in computer science at the University of Dodoma, Tanzania. Nyamawe’s recent work focused on contributing to developing AI-driven innovations that address social challenges and AI uptake for sustainable development in Africa. Nyamawe has been working on different research projects committed to fostering the application of AI for social good and leveraging coding and algorithmic skills in addressing real-world problems. Nyamawe has extensive experience in leading projects with support from the World’s renowned funders, including IDRC, Sida, UNESCO-TWAS, and the EU Erasmus+ Programme. Nyamawe actively contributes to the academic community through publications and participation in renowned conferences and international forums. He has served on the program committees for prestigious conferences, including the 37th IEEE/ACM International Conference on Automated Software Engineering, the 11th International Workshop on Software and Systems Traceability, and the 1st International Conference on the Advancements of Artificial Intelligence in African Context (AAIAC 2023). His recent recognition includes a 2022 recipient of the Seed Grant for New African Principal Investigators awarded by The World Academy of Sciences under UNESCO funding.
Mohamedi M. Mjahidi (PhD) is a Lecturer at the Department of Computer Science and Engineering (DoCSE), College of Informatics and Virtual Education (CIVE), the University of Dodoma (UDOM), Dodoma, Tanzania. He graduated from the University of Dar es Salaam (UDSM) in 2006 with a BSc. in Computer Science and completed his MSc. in Telecommunication Engineering at UDOM in 2011. He then completed his Ph.D. in Computer Engineering at the Gazi University, Ankara, Turkey, in 2020. His research interests include Artificial Intelligence, Machine Learning, and Computer and Mobile Networks. At the time of writing this book, Mjahidi is serving as the Lab and Training Coordinator for AI4D Research Lab.
Noe Elisa currently serves as the acting Director of ICT at the University of Dodoma. He is an experienced cybersecurity, Artificial Intelligence (AI), and data science researcher/engineer, boasting over eleven (11) years of experience in telecommunication, networking, software, and web applications security. He specializes in the design and implementation of AI models, particularly for detecting anomalies in computer networks. Additionally, he has expertise in using blockchain technology to develop secure and privacy-preserving decentralized systems. His PhD research at Northumbria University, UK, focused on exploiting blockchain technology and Artificial Immune Systems (AIS) to create a decentralized, secure, and privacy-preserving e-Government system for enforcing data protection and trust. During his master's degree studies in India in 2014, he received professional training in ethical hacking, Linux server administration, Android mobile application development, CCNA, and web application programming in JAVA. One of his notable contributions to AI and academic research is the development of a new general-purpose multi-class classifier based on the Dendritic Cell Algorithm (McDCA), which is currently under review by the IEEE Transactions on Neural Networks and Learning Systems journal. His current research and practical endeavors focus on leveraging African-origin datasets to develop AI-powered solutions that address privacy concerns related to data breaches and unlawful access to personal information.
Salim Diwani is a highly skilled and experienced lecturer at the University of Dodoma, specializing in machine learning and artificial intelligence for more than twelve years. Diwani, acknowledged as a senior expert in various fields, has made noteworthy contributions to both academia and practical applications. At the University of Dodoma, he has fostered a vibrant atmosphere in which students have developed and put into practice cutting-edge artificial intelligence solutions across various industries, including agriculture and healthcare. Diwani not only holds a position at the institution but also acts as the coordinator for the Healthcare Coordination Unit at AI4D Research Lab. He is responsible for supervising a group of committed professionals who are dedicated to utilizing AI technologies to tackle urgent healthcare issues. Diwani's leadership includes the responsibility of hosting graduate students supported by AI4D Research Lab. Diwani is leading the Healthcare Coordination Unit in developing AI solutions specifically designed for the local requirements of the Anglophone region in Africa. Diwani and his colleagues are closely collaborating with the Ministry of Health in the Government of Tanzania to build an AI policy in the health sector. This effort aims to establish a favorable setting for the acceptance and assimilation of AI technologies in healthcare. Diwani and his colleagues are leading the way in utilizing AI to transform healthcare delivery and address intricate healthcare issues in Africa and beyond.
Godbless G. Minja is an Assistant Lecturer in the Department of Computer Science and Engineering (DoCSE) at the University of Dodoma (UDOM) in Tanzania. He completed a B.Sc. in Computer Science at the University of Dar es Salaam (UDSM) in Tanzania and an M.Sc. in Cyber Security at the University of Birmingham in the United Kingdom (UK). He is currently pursuing a Ph.D. in Information and Communication Science and Engineering (ICSE) at the Nelson Mandela African Institution of Science and Technology (NM-AIST) in Tanzania.
Kulwa Malyango is a research assistant and software developer at the AI4D Research Lab. He has a degree in computer science from the University of Dodoma in Tanzania. His research interests are in the application of artificial intelligence in the digital economy. Currently pursuing a master's degree in computer science, Kulwa is expanding his expertise in software development and artificial intelligence by working with esteemed researchers at the AI4D Research Lab. His main goal is to contribute meaningful research and practical solutions that can positively impact the digital economy, both locally and globally. He envisions a future where AI technologies are responsibly integrated into various sectors to improve people's lives.
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PBShop.store US
Wood Dale, IL, U.S.A.
AbeBooks seller since April 7, 2005
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that your personal data is, in certain circumstances, erased or restricted.
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personal data collected and created in relation to our selling books and other items; and
personal data relating to our people (which means those people working for our company, or providing services to us, or potentially working or providing services to us, including employees, consultants, temporary or casual workers and contractors).
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Selling books and other items
COLLECTION:
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USE:
We will use the personal data in the course of making sales and to comply with requirements that we are required to undertake.
We will only use your personal data when the law allows us to. Most commonly, we will use your personal data in the following circumstances:
in performance of a contract (the agreement to sell books and other items); and/or
compliance with a legal obligation; and/or
vital interests of the data subject; and/or
where it is necessary for our legitimate interests (or those of a third party) and your interests and fundamental rights do not override those interests.
We may also use your personal data in the following situations, which are likely to be far less common:
where we need to protect your interests (or someone else’s interests);
where it is needed in the public interest or for official purposes.
DISCLOSURE:
We may share personal data with third parties as is necessary in the sale of books and other items, including to third party providers who deliver services to support the operation of our company.
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RETENTION PERIOD:
We will keep personal data only for as long as is necessary to fulfil the purposes for which we collected it, including for the purposes of satisfying any legal, accounting or reporting requirements. Normally, our retention period for personal data collected for this purpose is a minimum of 6 years after the end of the period that we are selling books and other items.
Our people
COLLECTION:
We will collect names, addresses, contact details, education and employment history, identity and other background checks (which may include appropriate criminal and financial checks and confirmation of the right to work in the UK), marital status and information on next of kin and dependents, financial information (such as bank details and NI numbers), date of birth, gender, a copy of your passport and driving licence, performance information and compensation history, recruitment information (including references), salary, benefits, pension and annual leave information, disciplinary and grievance information, photographs, information about your use of our information and communications systems and CCTV footage or other information obtained through electronic means.
We may collect and use special categories of personal data as required in the carrying out of obligations and exercising specific rights of us or the data subject in the field of employment. This may include information relating to matters such as health, racial origin, religious belief and offences or alleged offences.
Personal data may be collected from you during the selection process (for example via your application form and CV) and during your employment (including holiday forms, expense claims, performance reviews, any disciplinary or grievance processes), or from third parties, including referees, health service providers, background check providers.
USE:
Personal data of our people will be used for HR administration and management, both in respect of the selection of people to work for us (including suitability, eligibility and/or fitness to work), and those who do work for us, to include learning and development, disciplinary and security (of people, offices and data) requirements, providing and liaising with benefits providers, business management and planning (including accounting and auditing), paying you and dealing with tax and NI deductions, assessing and deciding on salary reviews and compensation, conducting performance reviews and managing performance, dealing with legal disputes involving you or others, preventing fraud, monitoring your use of our information and communications systems, ensuring compliance with our policies, and equal opportunities monitoring.
We will only use your personal data when the law allows us to. Most commonly, we will use your personal data in the following circumstances:
In performance of a contract with you; and/or
compliance with a legal obligation; and/or
vital interests of the data subject; and/or
where it is necessary for our legitimate interests (or those of a third party) and your interests and fundamental rights do not override those interests.
We may also use your personal data in the following situations, which are likely to be less common:
where we need to protect your interests (or someone else’s interests);
where it is needed in the public interest or for official purposes.
In respect of all disclosures of personal data, we will only share the personal information which is necessary for the particular purpose for which it is provided, or where we have another legitimate interest in doing so, and we will ensure that the personal data is appropriately protected.
In respect of special categories of personal data, we may process this in the following circumstances:
in limited circumstances with your explicit written consent; and/or
where we need to carry out our legal obligations and in line with our policies; and/or
where it is needed in the public interest (such as for equal opportunities monitoring or in relation to our occupational pension scheme), and in line with our policies; and/or
where it is needed to assess your working capacity on health grounds, subject to appropriate confidentiality safeguards.
Less commonly, we may process this type of information where it is needed in relation to legal claims or where it is needed to protect your (or someone else’s) interests and you are not capable of giving your consent, or where you have already made the information public. We may also process such information about our people (or former people) in the course of our legitimate business activities with the appropriate safeguards.
The special categories of personal data may be used in the following ways:
in relation to leaves of absence, to comply with employment and other laws;
in relation to your physical or mental health, or disability status, to ensure your health and safety in the workplace and to assess your fitness to work, to monitor, manage and administer benefits and absences;
in relation to your race, national or ethnic origin, religious, philosophical or moral beliefs, or your sexual life or sexual orientation, to ensure meaningful equal opportunity monitoring and reporting.
DISCLOSURE:
Personal data may be transferred to service providers who support the operation of our business (such as payroll service providers), to other third parties reasonably necessary in the conduct of our business (including insurers, professional advisors, regulators). These third parties may be acting as processor, or controller of personal data in their own right.
In respect of all disclosures of personal data, we will only share the personal information which is necessary for the particular purpose for which it is provided, or where we have another legitimate interest in doing so, and we will ensure that the personal data is appropriately protected.
RETENTION PERIOD:
We will keep personal data only for as long as is necessary to fulfil the purposes for which we collected it, including for the purposes of satisfying any legal, accounting or reporting requirements. We will normally keep personal data of applicants who we do not employ for six months after we receive it.
We will keep personal data of employees throughout your employment and normally for a minimum of six years after your employment ends.
Changes to your personal data
It is very important that the personal information that we hold about you is accurate and current. Please tell us if your personal information changes during your relationship with us.
Data Security
We have put in place measures to prevent your personal data from being accidentally lost, used or accessed in an unauthorised way, altered or disclosed. In addition, we limit access to your personal data to those of our people and other third parties who have a business need to know. They will only process your personal data on our instructions and where they have agreed to treat the information confidentially and to keep it secure. We have put in place procedures to deal with any suspected data security breach and will notify you and the ICO of a suspected breach where we are legally required to do so.
Where we store your personal data
We principally store data, both electronically and on file, at our office.
Personal data may be transferred outside of the EEA by processors acting on our behalf. For transfers to countries not considered adequate by the EC, we will ensure that personal data is adequately protected, as required by the GDPR. This would include by use of the Standard Contractual Clauses adopted by the EC to protect personal data.
Your rights
Under certain circumstances, you have the right by law to request:
access to your personal data. This enables you to ask to receive a copy of the personal data that we hold about you and to check that we are lawfully processing it.
correction of the personal data that we hold about you.
erasure of your personal data.
object to processing of your personal data where we are relying on our legitimate interest and there is something about your particular situation which makes you want to object to processing on this ground. You also have the right to object where we are processing your personal information for direct marketing purposes.
restriction of processing of your personal data.
transfer of your personal data to another party.
Links from our website
Our website may, from time to time, contain links to and from the websites of third parties that we permit to make such links. If you follow a link to any of these websites, please note that these websites have their own privacy policies and that we do not accept any responsibility or liability for these policies. We recommend that you check these policies before you submit any personal data to these websites.
CHANGES TO THIS PRIVACY POLICY
Any changes we may make to our privacy policy in the future will be posted on our website, so please ensure that you are viewing the correct version.
Please contact us if you have any questions, comments or requests regarding this Privacy Policy.
Last amended May 2021.