{"product_id":"data-science-for-genomics-paperback-9780323983525","title":"Data Science for Genomics (Paperback \/ softback) 9780323983525","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eData Science for Genomics\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cem\u003ePresents the key concepts and methods of data science applied to genomics, including real-world case studies and examples\u003c\/em\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003cp\u003e\u003cfont size=\"4\"\u003eAmit Kumar Tyagi (Edited by), Ajith Abraham (Edited by)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9780323983525, Elsevier Science\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003ePaperback \/ softback, published 2 December 2022\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e312 pages\u003cbr\u003e23.5 x 19 x 2 cm, 0.45 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003cp\u003e\u003ci\u003eData Science for Genomics\u003c\/i\u003e presents the foundational concepts of data science as they pertain to genomics, encompassing the process of inspecting, cleaning, transforming, and modeling data with the goal of discovering useful information, suggesting conclusions and supporting decision-making. Sections cover Data Science, Machine Learning, Deep Learning, data analysis, and visualization techniques. The authors then present the fundamentals of Genomics, Genetics, Transcriptomes and Proteomes as basic concepts of molecular biology, along with DNA and key features of the human genome, as well as the genomes of eukaryotes and prokaryotes. \u003c\/p\u003e  \u003cp\u003eTechniques that are more specifically used for studying genomes are then described in the order in which they are used in a genome project, including methods for constructing genetic and physical maps. DNA sequencing methodology and the strategies used to assemble a contiguous genome sequence and methods for identifying genes in a genome sequence and determining the functions of those genes in the cell. Readers will learn how the information contained in the genome is released and made available to the cell, as well as methods centered on cloning and PCR.\u003c\/p\u003e\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e1. Introduction to Data Science\u003cbr\u003e2. Toolboxes for Data Scientists\u003cbr\u003e3. Machine Learning and Deep Learning: A Concise Overview\u003cbr\u003e4. Artificial Intelligence\u003cbr\u003e5. Data Privacy and Data Trust\u003cbr\u003e6. Visual Data Analysis and Complex Data Analysis\u003cbr\u003e7. Big Data programming with Apache Spark and Hadoop\u003cbr\u003e8. Information Retrieval and Recommender Systems\u003cbr\u003e9. Statistical Natural Language Processing for Sentiment Analysis\u003cbr\u003e10. Parallel Computing and High-Performance Computing\u003cbr\u003e11. Data Science, Genomics, Genomes, and Genetics\u003cbr\u003e12. Blockchain Technology for securing Genomic data\u003cbr\u003e13. Cloud, edge, fog, etc., for communicating and storing data for Genome\u003cbr\u003e14. Open Issues, Challenges and Future Research Directions towards Data science and Genomics\u003cbr\u003e15. Privacy Laws\u003cbr\u003e16. Ethical Concerns\u003cbr\u003e17. Self-study questions\u003cbr\u003e18. Problem-based learning\u003cbr\u003e19. Key Terms\/ Glossary\u003cbr\u003e20. Appendix – Keeping up to Date\u003cbr\u003e21. Bibliography\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Biomedical engineering [\u003ca title=\"See our other books on Biomedical engineering\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Biomedical%20engineering%20%5BMQW%5D%22\"\u003eMQW\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Academic Press","offers":[{"title":"Default Title","offer_id":46651208794392,"sku":"9780323983525","price":113.55,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/products\/9780323983525_ed961bd6-8014-454c-b104-c2a34f4d2d72.jpg?v=1695003923","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/data-science-for-genomics-paperback-9780323983525","provider":"Freshly Printed Books","version":"1.0","type":"link"}