Applied Machine Learning: From Theory to Deployment

· · ·
· Xoffencer International Book Publication House
Ebook
263
Pages
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About this ebook

Numerous sectors have been revolutionized machine learning (ML), which has made it possible to make decisions based on data and to automate processes. This book examines the whole machine learning pipeline, beginning with theoretical underpinnings and ending with implementation in the actual world. In this section, we discuss fundamental algorithms, methodologies for training models, assessment methods, and optimization strategies. There includes a comprehensive discussion on practical elements such as the preparation of data, the engineering of features, and the monitoring of hyperparameters. In addition, we examine the problems that pertain to the deployment of machine learning models, which include scalability, interpretability, and ethical considerations. Readers will be equipped with the abilities necessary to construct, assess, and deploy solid machine learning solutions in a variety of domains by reading this book, which bridges the gap between theory and actual application.

About the author

Dr. Nagesh S. Salimath is a dynamic System Manager and Deputy TPO at PDA College of Engineering, Kalaburagi,blending over 13 years of industry and academic experience. A passionate educator, he is the author of "Introduction to Machine Learning”, Authored 2 Book & Book Chapter and has published more than 21 research papers across prestigious platforms like IEEE and SCOPUS, UGC recognized Journals. He has recognized with the Best Research Scholar Award in 2019 and the Best Young Teacher Award in 2017 by GRABS,Chennai, Attended many International Conference & Workshops. Dr. Salimath is also an active member of several professional bodies, including ISTE, CSI,IFERP, KRVP and InSc. His commitment to knowledge is reflected in his 4 patents and delivered numerous keynote talks. He’s a SPoC for ICT Academy, KSCST, NAIN 2.0-DIA, C-DAC, KDEM, COMEDKARES. Beyond academia, he is a benevolent yearner and perpetual learner, dedicated to inspiring both faculty and students through workshops and conferences. Dr. Salimath's engaging approach and curiosity make him a cherished figure in the educational landscape.

Prof. Priyanka Devani is an inspiring Assistant Professor in the AIML Department, renowned for her dedication to advancing the field of artificial intelligence and machine learning. With an M.Tech from JNTU and a B.E from VTU, she brings a wealth of knowledge and expertise to her students. As a SIH Coordinator, Prof. Devani not only fosters innovation but actively motivates her students to excel in their research endeavors. Her commitment to education goes beyond the classroom, as she is deeply involved in outreach activities at PDA College of Engineering, bridging the gap between academia and the community. Outside of her professional life, she enjoys engaging with students and exploring new technologies, making her an approachable mentor and a pivotal figure in shaping the next generation of tech leaders. Apart from Teaching, She has put up 5 Years in IT, Worked at Teleindia Networks and Markelytics Solutions as Data Analyst also

Prof. Ashwini Hatti is a passionate advocate for the transformative power of artificial intelligence. With an MTech from S.B. University and a B.E. from PDA College of Engineering, She has cultivated a robust foundation in the field. She has actively participated in numerous conferences and workshops, sharing insights and fostering collaboration among fellow innovators. Beyond her professional achievements, Ashwini is deeply committed to contributing to society through AI and machine learning, striving to leverage technology for the greater good. When she isn’t immersed in research or engaging with the AI community, she dedicates her time to initiatives that empower underrepresented groups in tech. She is blend of expertise and heartfelt dedication makes her a unique voice in the rapidly evolving landscape of artificial intelligence and machine learning. Coordinated & organized ICT Academy’s Honeywell Training Program towards Empowering Women in the field of Artificial Intelligence.

Prof. Nikita Shetkar is an accomplished Assistant Professor in the AIML Department at PDACEK, where her passion for teaching and research flourishes. With an M.Tech from GNDEC, Bidar, she has made significant contributions in her field, particularly through her projects on Networking during her undergraduate and postgraduate studies. Nikita's academic journey is complemented by over two years of teaching experience, where she has inspired countless students to explore the depths of artificial intelligence and machine learning. She actively engages in professional development, having attended numerous seminars and workshops, and has shared her insights through a published research paper in IJREAM on Mobile Ad Hoc Networks (MANET). Outside the classroom, Nikita is an avid learner and enjoys connecting with fellow educators, making her a vibrant contributor to both academia and her community.

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