Multivariate Statistical Machine Learning Methods for Genomic Prediction - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Multivariate Statistical Machine Learning Methods for Genomic Prediction write by Osval Antonio Montesinos López. This book was released on 2022-02-14. Multivariate Statistical Machine Learning Methods for Genomic Prediction available in PDF, EPUB and Kindle. This book is open access under a CC BY 4.0 license This open access book brings together the latest genome base prediction models currently being used by statisticians, breeders and data scientists. It provides an accessible way to understand the theory behind each statistical learning tool, the required pre-processing, the basics of model building, how to train statistical learning methods, the basic R scripts needed to implement each statistical learning tool, and the output of each tool. To do so, for each tool the book provides background theory, some elements of the R statistical software for its implementation, the conceptual underpinnings, and at least two illustrative examples with data from real-world genomic selection experiments. Lastly, worked-out examples help readers check their own comprehension.The book will greatly appeal to readers in plant (and animal) breeding, geneticists and statisticians, as it provides in a very accessible way the necessary theory, the appropriate R code, and illustrative examples for a complete understanding of each statistical learning tool. In addition, it weighs the advantages and disadvantages of each tool.
Artificial Intelligence and Society 5.0
Artificial Intelligence and Society 5.0 - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence and Society 5.0 write by Vikas Khullar. This book was released on 2024-01-22. Artificial Intelligence and Society 5.0 available in PDF, EPUB and Kindle. The artificial intelligence-based framework, algorithms, and applications presented in this book take the perspective of Society 5.0 – a social order supported by innovation in data, information, and knowledge. It showcases current case studies of Society 5.0 in diverse areas such as healthcare, smart cities, and infrastructure. Key Features: Elaborates on the use of big data, cyber-physical systems, robotics, augmented-virtual reality, and cybersecurity as pillars for Society 5.0. Showcases the use of artificial intelligence, architecture, frameworks, and distributed and federated learning structures in Society 5.0. Discusses speech recognition, image classification, robotic process automation, natural language generation, and decision support automation. Elucidates the application of machine learning, deep learning, fuzzy-based systems, and natural language processing. Includes case studies on the application of Society 5.0 aspects in educational, medical, infrastructure, and smart cities. The book is intendended especially for graduate and postgraduate students, and academic researchers in the fields of computer science and engineering, electrical engineering, and information technology.
Ethics, Machine Learning, and Python in Geospatial Analysis
Ethics, Machine Learning, and Python in Geospatial Analysis - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Ethics, Machine Learning, and Python in Geospatial Analysis write by Galety, Mohammad Gouse. This book was released on 2024-04-29. Ethics, Machine Learning, and Python in Geospatial Analysis available in PDF, EPUB and Kindle. In geospatial analysis, navigating the complexities of data interpretation and analysis presents a formidable challenge. Traditional methods often need to efficiently handle vast volumes of geospatial data while providing insightful and actionable results. Scholars and practitioners grapple with manual or rule-based approaches, hindering progress in understanding and addressing pressing issues such as climate change, urbanization, and resource management. Ethics, Machine Learning, and Python in Geospatial Analysis offers a solution to the challenges faced by leveraging the extensive library support and user-friendly interface of Python and machine learning. The book’s meticulously crafted chapters guide readers through the intricacies of Python programming and its application in geospatial analysis, from fundamental concepts to advanced techniques.
Current advances in genomics and gene editing tools for crop improvement in a changing climate scenario
Current advances in genomics and gene editing tools for crop improvement in a changing climate scenario - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Current advances in genomics and gene editing tools for crop improvement in a changing climate scenario write by Vijay Rani Rajpal. This book was released on 2023-07-10. Current advances in genomics and gene editing tools for crop improvement in a changing climate scenario available in PDF, EPUB and Kindle.
Advances in Agronomy
Advances in Agronomy - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Advances in Agronomy write by . This book was released on 2024-02-01. Advances in Agronomy available in PDF, EPUB and Kindle. Advances in Agronomy, Volume 184, the latest release in this leading reference on agronomy, contains a variety of updates and highlights new advances in the field. Each chapter is written by an international board of authors, with this new release including new chapters on The Role of Artificial Intelligence in Crop Improvement, Dealing with the Impact of Climate Change-Induced Drought on the Management of Soil, Challenges and Emerging Opportunities of Weed Management in Organic Agriculture, The Broadbalk Wheat Experiment, Rothamsted, UK: Crop Yields and Soil Changes During the Last 50 Years. Includes numerous, timely, state-of-the-art reviews on the latest advancements in agronomy Features distinguished, well recognized authors from around the world Builds upon this venerable and iconic review series Covers the extensive variety and breadth of subject matter in the crop and soil sciences
