Deep Learning F R Die Biowissenschaften
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Deep Learning F R Die Biowissenschaften
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Author : Bharath Ramsundar
language : de
Publisher: O'Reilly
Release Date : 2020-02-25
Deep Learning F R Die Biowissenschaften written by Bharath Ramsundar and has been published by O'Reilly this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-02-25 with Science categories.
Deep Learning hat bereits in vielen Bereichen bemerkenswerte Ergebnisse erzielt. Jetzt hält es Einzug in die Wissenschaften, insbesondere in die Biowissenschaften. Dieses praxisorientierte Buch bietet Programmierern und Wissenschaftlern einen Überblick darüber, wie Deep Learning in Genomik, Chemie, Biophysik, Mikroskopie, medizinischer Analyse und der Arzneimittelforschung eingesetzt wird. Das Buch vermittelt Deep-Learning-Grundlagen und führt in die Arbeit mit der Python-Bibliothek DeepChem ein. Sie erfahren, wie Deep Learning z.B. zur Analyse von Mikroskopaufnahmen, für molekulare Daten und bei medizinischen Scans genutzt wird. Abschließend zeigen Bharath Ramsundar und seine Co-Autoren anhand einer Fallstudie Techniken für die Entwicklung neuer Therapeutika, eine der größten interdisziplinären Herausforderungen der Wissenschaft. Lernen Sie, wie Machine Learning auf molekulare Daten angewendet werden kann Erfahren Sie, warum Deep Learning ein mächtiges Werkzeug für Genetik und Genomik ist Setzen Sie Deep Learning ein, um biophysikalische Systeme zu verstehen Erhalten Sie eine kurze Einführung in Machine Learning mit DeepChem Nutzen Sie Deep Learning zur Auswertung von Mikroskopaufnahmen Analysieren Sie medizinische Scans mithilfe von Deep-Learning-Techniken Erfahren Sie mehr über Variational Autoencoder (VAE) und Generative Adversarial Networks (GANs) Interpretieren Sie, was Ihr Modell tut und wie es funktioniert "Ein wertvoller Beitrag für die wissenschaftliche Community." – Prabhat Teamleader Data and Analytics Services, NERSC, Lawrence Berkeley National Laboratory "Ein hervorragender High-Level-Überblick, dersowohl Einstiegspunkte in bestimmte Techniken bietet als auch die Erörterung der zugrundeliegenden Wissenschaft." – C. Titus Brown Associate Professor, University of California, Davis
Machine Learning And Principles And Practice Of Knowledge Discovery In Databases
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Author : Michael Kamp
language : en
Publisher: Springer Nature
Release Date : 2022-02-17
Machine Learning And Principles And Practice Of Knowledge Discovery In Databases written by Michael Kamp and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-17 with Computers categories.
This two-volume set constitutes the refereed proceedings of the workshops which complemented the 21th Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD, held in September 2021. Due to the COVID-19 pandemic the conference and workshops were held online. The 104 papers were thoroughly reviewed and selected from 180 papers submited for the workshops. This two-volume set includes the proceedings of the following workshops:Workshop on Advances in Interpretable Machine Learning and Artificial Intelligence (AIMLAI 2021)Workshop on Parallel, Distributed and Federated Learning (PDFL 2021)Workshop on Graph Embedding and Mining (GEM 2021)Workshop on Machine Learning for Irregular Time-series (ML4ITS 2021)Workshop on IoT, Edge, and Mobile for Embedded Machine Learning (ITEM 2021)Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD 2021)Workshop on Bias and Fairness in AI (BIAS 2021)Workshop on Workshop on Active Inference (IWAI 2021)Workshop on Machine Learning for Cybersecurity (MLCS 2021)Workshop on Machine Learning in Software Engineering (MLiSE 2021)Workshop on MIning Data for financial applications (MIDAS 2021)Sixth Workshop on Data Science for Social Good (SoGood 2021)Workshop on Machine Learning for Pharma and Healthcare Applications (PharML 2021)Second Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2020)Workshop on Machine Learning for Buildings Energy Management (MLBEM 2021)
Additive And Advanced Manufacturing Inverse Problem Methodologies And Machine Learning And Data Science Volume 4
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Author : Sharlotte L.B. Kramer
language : en
Publisher: Springer Nature
Release Date : 2024-02-19
Additive And Advanced Manufacturing Inverse Problem Methodologies And Machine Learning And Data Science Volume 4 written by Sharlotte L.B. Kramer and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-19 with Technology & Engineering categories.
Additive and Advanced Manufacturing, Inverse Problem Methodologies and Machine Learning and Data Science, Volume 4 of the Proceedings of the 2023 SEM Annual Conference & Exposition on Experimental and Applied Mechanics, the fourth volume of five from the Conference, brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on a wide range of topics and includes papers in the following general technical research areas: AM Composites and Polymers Dynamic Behavior of Additively Manufactured Materials and Structures Joint Residual Stress and Additive Manufacturing ML for Material Model Identification Novel AM Structures Novel Processing and Testing of Additively Manufactured Materials Plasticity and Complex Material Behavior Virtual Fields Method
Learning And Memory Editor S Pick 2021
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Author : Denise Manahan-Vaughan
language : en
Publisher: Frontiers Media SA
Release Date : 2021-08-24
Learning And Memory Editor S Pick 2021 written by Denise Manahan-Vaughan and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-24 with Science categories.
Technological Innovation For Value Creation
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Author : Luis M. Camarinha-Matos
language : en
Publisher: Springer
Release Date : 2012-02-23
Technological Innovation For Value Creation written by Luis M. Camarinha-Matos and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-02-23 with Computers categories.
This book constitutes the refereed proceedings of the Third IFIP WG 5.5/SOCOLNET Doctoral Conference on Computing, Electrical and Industrial Systems, DoCEIS 2012, held in Costa de Caparica, Portugal, in February 2012. The 65 revised full papers were carefully reviewed and selected from numerous submissions. They cover a wide spectrum of topics ranging from collaborative enterprise networks to microelectronics. The papers are organized in topical sections on collaborative systems, service orientation, knowledge and content management, human interaction, Petri nets, smart systems, robotic systems, perceptional systems, signal processing, energy, renewable energy, energy smart grid, power electronics, electronics, optimization in electronics, telecommunications and electronics, and electronic materials. The book also includes papers from the Workshop on Data Anaylsis and Modeling Retina in Health and Disease.
Informatik In Den Biowissenschaften
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Author : Ralf Hofestädt
language : de
Publisher: Springer-Verlag
Release Date : 2013-03-12
Informatik In Den Biowissenschaften written by Ralf Hofestädt and has been published by Springer-Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-03-12 with Science categories.
Handbook Of Critical Studies Of Artificial Intelligence
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Author : Simon Lindgren
language : en
Publisher: Edward Elgar Publishing
Release Date : 2023-11-03
Handbook Of Critical Studies Of Artificial Intelligence written by Simon Lindgren and has been published by Edward Elgar Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-11-03 with Computers categories.
As artificial intelligence (AI) continues to seep into more areas of society and culture, critical social perspectives on its technologies are more urgent than ever before. Bringing together state-of-the-art research from experienced scholars across disciplines, this Handbook provides a comprehensive overview of the current state of critical AI studies.
Nature Inspired Intelligent Computing Techniques In Bioinformatics
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Author : Khalid Raza
language : en
Publisher: Springer Nature
Release Date : 2022-10-31
Nature Inspired Intelligent Computing Techniques In Bioinformatics written by Khalid Raza and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-31 with Technology & Engineering categories.
This book encapsulates and occupies recent advances and state-of-the-art applications of nature-inspired computing (NIC) techniques in the field of bioinformatics and computational biology, which would aid medical sciences in various clinical applications. This edited volume covers fundamental applications, scope, and future perspectives of NIC techniques in bioinformatics including genomic profiling, gene expression data classification, DNA computation, systems and network biology, solving personalized therapy complications, antimicrobial resistance in bacterial pathogens, and computer-aided drug design, discovery, and therapeutics. It also covers the role of NIC techniques in various diseases and disorders, including cancer detection and diagnosis, breast cancer, lung disorder detection, disease biomarkers, and potential therapeutics identifications.
Digital Health Und Recht
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Author : Gabriele Buchholtz
language : de
Publisher: Duncker & Humblot
Release Date : 2024-06-12
Digital Health Und Recht written by Gabriele Buchholtz and has been published by Duncker & Humblot this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-12 with Law categories.
Die Digitalisierung im Gesundheitssektor hat in den letzten Jahren stetig an Bedeutung gewonnen. Der Band nähert sich diesem Thema aus der rechtlichen Perspektive, die um Beiträge aus der Ethik und Bioinformatik angereichert wird. Der erste Themenbereich kreist um die elektronische Patientenakte (ePA). Der zweite Teil beschäftigt sich mit weiteren regulatorischen Innovationen, namentlich den digitalen Gesundheitsanwendungen (DiGAs), digitalen Pflegeanwendungen (DiPAs), Entscheidungsunterstützungssystemen (CDSS) und Software als Medizinprodukt (SaMD). Sodann widmen sich die Beiträge den Querschnittsfragen der Solidarität und Individualisierung sowie der Haftung. Der fünfte und letzte Themenkomplex beschäftigt sich mit möglichen Lösungsansätzen für datenschutzrechtliche Probleme aus einer rechtlichen und informatisch informierten Perspektive. Dieser Band liefert einen Beitrag zur Sichtung und Systematisierung der zuweilen disparat anmutenden Rechtsmaterie. Zentral ist die Einsicht, dass das Recht im Bereich Digital Health interdisziplinär, kreativ, flexibel und innovationsfördernd sein und bleiben.
Exploratory Data Analysis In Empirical Research
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Author : Manfred Schwaiger
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
Exploratory Data Analysis In Empirical Research written by Manfred Schwaiger and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Computers categories.
Facing rapidly growing challenges in empirical research, this volume presents a selection of new methods and approaches in the field of Exploratory Data Analysis. The interested reader will find numerous ideas and examples for cross disciplinary applications of classification and data analysis methods in fields such as data and web mining, medicine and biological sciences as well as marketing, finance and management sciences.