Understanding the Fundamentals of Machine Learning and AI for Digital Business
About this ebook
Starting with the basics, readers will gain a clear understanding of supervised learning, unsupervised learning, and reinforcement learning. They will explore evaluation methods such as accuracy, precision, recall, F1 score, and ROC-AUC, and learn how to assess the performance of machine learning models.
The book delves into regression analysis, covering important techniques like polynomial regression, ridge regression, lasso regression, and vector regression. It also explores classification methods, including Naive Bayes, K-Nearest Neighbors (KNN), decision trees, random forest, and support vector machines.
Readers will gain insights into clustering techniques like K-means, hierarchical clustering, and density-based clustering. They will also explore the fascinating world of deep learning, including convolutional neural networks (CNN), recurrent neural networks (RNN), long short-term memory (LSTM), and natural language processing (NLP) techniques like tokenization, stemming, and lemmatization.
The book provides practical exercises throughout, allowing readers to apply their knowledge and reinforce their understanding. It covers topics such as dealing with violations of assumptions, model selection and validation, and advanced regression techniques. Ethical considerations in machine learning and AI are also addressed, highlighting the importance of responsible and ethical practices in the digital business environment.
With its comprehensive coverage and practical exercises, "Understanding the Fundamentals of Machine Learning and AI for Digital Business" is an essential resource for students, professionals, and anyone interested in harnessing the power of machine learning and AI in the digital era. It offers a solid foundation in theory and practical applications, equipping readers with the skills to navigate the evolving landscape of machine learning and AI and drive digital business success.
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About the author
Andy Ismail. Being a respected lecturer at the Universitas Darwan Ali in Sampit, Kalimantan Tengah, Indonesia, Andy Ismail enjoys a distinguished position. He contributes his knowledge in computer science and finance to the management and computer science department, where he teaches and does research with an emphasis on fusing the two disciplines. Andy can impart illuminating knowledge and different viewpoints to his students because he has a solid basis in both fields, motivating them to realize their full potential.
Dr. Besse Wediawati has extensive experience in a variety of financial management disciplines and is a skilled management trainer. Dr. Wediawati has significantly benefited the area as a respected member of both the public sector and the academic community. She has dedicated her professional career to teaching and inspiring students in the field of management, and her commitment to excellence is evident in her work. Because of her background in entrepreneurship, Islamic microfinance, and microfinance, Dr. Wediawati is a valuable addition to both her students and her coworkers. Dr. Wediawati is responsible for overseeing the development and success of the Digital Business Studies Program as well as serving as its chair and coordinator. Because of her commitment to her students and enthusiasm
Astrid Pranadani serves as the COO of Colorado-based firm Lensetek International LLC. Her extensive business expertise has given her a thorough understanding of the financial landscape, which has enabled her to successfully lead her company.
Arimbi Harianja is a motivated student that attends a university in Jambi's Department of Economics and Commerce Digital Business program. She has played a key part in a variety of programs that assist her career both on and off campus over the course of her academic career. Arimbi actively participates in the Digital Business Student Association as its treasurer for two years, from 2021 to 2023. She has participated in competitions on a national and international level, serves as treasurer, and is active in many other projects, including volunteer work. Arimbi Harianja is suited to emcee events like the greeting of new students because of her exceptional analytical abilities. She is currently concentrating on her education.
Cindy Rotua Malau is an active student at the University of Jambi where she is pursuing a degree in digital business. Cindy is a member of the student organization for digital business, and from 2021 to 2023, she will be in charge of managing the Secretariat section. Several novel ideas were introduced during the sessions on digital business. She is currently concentrating on her education.
Suci Wulandari studies at a university in Jambi where she is a student in the Faculty of Economics and Commerce Digital Business program. She is a motivated pupil. She actively participated in a number of activities that benefited her career on and off campus throughout her academic career. Suci has been appointed secretary for the two-year period from 2021 to 2023. Suci is a member of the student association for digital business. She competes both nationally and internationally and holds a secretary job in addition to taking part in a number of other activities including community service. Suci Wulandari has a talent for design. Suci previously created a website for a Jambi University social science department, however she is now
Melinda Putri, an economics and business student in the class of 2021, notes that there are a number of topics that need to be looked into and comprehended in order to successfully complete the digital business study program. This work exhibits a great drive to study and is a somber tribute to the satisfaction that may be found in comprehending system development methodologies.
At the Faculty of Economics and Commerce at one of the Jambi universities, M. Echsan is a student who is actively pursuing a degree in digital business. She has been actively involved in career-advancing on- and off-campus activities throughout her academic career. Echsan was given the assignment of working as a member of public relations from 2021 to 2023. Also, she is an active member of the student group for digital business. He serves as the class representative for the Digital Business program and is a member of the public relations committee. Echsan has experience with podcasting and has taken part in events through Cakap Kreatif at the University of Jambi, however he is now concentrating on his studies.
Ahmad Rafii attends one of the schools in Jambi and is currently enrolled in the Faculty of Economics and Business study program for digital business. He actively took part in a number of projects when he was lecturing, which helped his career both on and off school. Rafi will be in charge of managing human resources for the two terms from 2021 to 2023 as a member of the student organization for the department of digital business. He oversees human resources and participates in several work-related activities, including volunteer work.
Rahmad Reza Fahlevi actively attends Jambi University and is registered in the Faculty of Economics and Commerce study program in Digital Business. He actively pursued several projects that benefited his career both on and off the college campus.
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