Deep Active Learning

Deep Active Learning PDF
Author: Kayo Matsushita
Publisher: Springer
ISBN: 9811056609
Size: 10.38 MB
Format: PDF, Mobi
Category : Education
Languages : en
Pages : 226
View: 2588

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Book Description: This is the first book to connect the concepts of active learning and deep learning, and to delineate theory and practice through collaboration between scholars in higher education from three countries (Japan, the United States, and Sweden) as well as different subject areas (education, psychology, learning science, teacher training, dentistry, and business).It is only since the beginning of the twenty-first century that active learning has become key to the shift from teaching to learning in Japanese higher education. However, “active learning” in Japan, as in many other countries, is just an umbrella term for teaching methods that promote students’ active participation, such as group work, discussions, presentations, and so on.What is needed for students is not just active learning but deep active learning. Deep learning focuses on content and quality of learning whereas active learning, especially in Japan, focuses on methods of learning. Deep active learning is placed at the intersection of active learning and deep learning, referring to learning that engages students with the world as an object of learning while interacting with others, and helps the students connect what they are learning with their previous knowledge and experiences as well as their future lives.What curricula, pedagogies, assessments and learning environments facilitate such deep active learning? This book attempts to respond to that question by linking theory with practice.

Deep Learning In Healthcare

Deep Learning in Healthcare PDF
Author: Yen-Wei Chen
Publisher: Springer Nature
ISBN: 3030326063
Size: 34.58 MB
Format: PDF, Kindle
Category : Technology & Engineering
Languages : en
Pages : 218
View: 1902

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Book Description: This book provides a comprehensive overview of deep learning (DL) in medical and healthcare applications, including the fundamentals and current advances in medical image analysis, state-of-the-art DL methods for medical image analysis and real-world, deep learning-based clinical computer-aided diagnosis systems. Deep learning (DL) is one of the key techniques of artificial intelligence (AI) and today plays an important role in numerous academic and industrial areas. DL involves using a neural network with many layers (deep structure) between input and output, and its main advantage of is that it can automatically learn data-driven, highly representative and hierarchical features and perform feature extraction and classification on one network. DL can be used to model or simulate an intelligent system or process using annotated training data. Recently, DL has become widely used in medical applications, such as anatomic modelling, tumour detection, disease classification, computer-aided diagnosis and surgical planning. This book is intended for computer science and engineering students and researchers, medical professionals and anyone interested using DL techniques.

Deep Learning Applications

Deep Learning Applications PDF
Author: M. Arif Wani
Publisher: Springer Nature
ISBN: 9811518165
Size: 47.50 MB
Format: PDF, Kindle
Category : Technology & Engineering
Languages : en
Pages : 178
View: 6077

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Book Description: This book presents a compilation of selected papers from the 17th IEEE International Conference on Machine Learning and Applications (IEEE ICMLA 2018), focusing on use of deep learning technology in application like game playing, medical applications, video analytics, regression/classification, object detection/recognition and robotic control in industrial environments. It highlights novel ways of using deep neural networks to solve real-world problems, and also offers insights into deep learning architectures and algorithms, making it an essential reference guide for academic researchers, professionals, software engineers in industry, and innovative product developers.

Artificial Neural Networks And Machine Learning Icann 2018

Artificial Neural Networks and Machine Learning     ICANN 2018 PDF
Author: Věra Kůrková
Publisher: Springer
ISBN: 3030014215
Size: 16.50 MB
Format: PDF, ePub
Category : Computers
Languages : en
Pages : 632
View: 2861

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Book Description: This three-volume set LNCS 11139-11141 constitutes the refereed proceedings of the 27th International Conference on Artificial Neural Networks, ICANN 2018, held in Rhodes, Greece, in October 2018. The 139 full and 28 short papers as well as 41 full poster papers and 41 short poster papers presented in these volumes was carefully reviewed and selected from total of 360 submissions. They are related to the following thematic topics: AI and Bioinformatics, Bayesian and Echo State Networks, Brain Inspired Computing, Chaotic Complex Models, Clustering, Mining, Exploratory Analysis, Coding Architectures, Complex Firing Patterns, Convolutional Neural Networks, Deep Learning (DL), DL in Real Time Systems, DL and Big Data Analytics, DL and Big Data, DL and Forensics, DL and Cybersecurity, DL and Social Networks, Evolving Systems – Optimization, Extreme Learning Machines, From Neurons to Neuromorphism, From Sensation to Perception, From Single Neurons to Networks, Fuzzy Modeling, Hierarchical ANN, Inference and Recognition, Information and Optimization, Interacting with The Brain, Machine Learning (ML), ML for Bio Medical systems, ML and Video-Image Processing, ML and Forensics, ML and Cybersecurity, ML and Social Media, ML in Engineering, Movement and Motion Detection, Multilayer Perceptrons and Kernel Networks, Natural Language, Object and Face Recognition, Recurrent Neural Networks and Reservoir Computing, Reinforcement Learning, Reservoir Computing, Self-Organizing Maps, Spiking Dynamics/Spiking ANN, Support Vector Machines, Swarm Intelligence and Decision-Making, Text Mining, Theoretical Neural Computation, Time Series and Forecasting, Training and Learning.

Medical Image Computing And Computer Assisted Intervention Miccai 2020

Medical Image Computing and Computer Assisted Intervention     MICCAI 2020 PDF
Author: Anne L. Martel
Publisher: Springer Nature
ISBN: 3030597105
Size: 21.45 MB
Format: PDF, Mobi
Category :
Languages : en
Pages :
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Book Description:

Writing Across Distances And Disciplines

Writing Across Distances and Disciplines PDF
Author: Joyce Magnotto Neff
Publisher: Routledge
ISBN: 1135596778
Size: 25.31 MB
Format: PDF, ePub, Mobi
Category : Computers
Languages : en
Pages : 200
View: 256

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Book Description: Writing Across Distances and Disciplines addresses questions that cross borders between onsite, hybrid, and distributed learning environments, between higher education and the workplace, and between distance education and composition pedagogy. This groundbreaking volume raises critical issues, clarifies key terms, reviews history and theory, analyzes current research, reconsiders pedagogy, explores specific applications of WAC and WID in distributed environments, and considers what business and education might teach one another about writing and learning. Exploring the intersection of writing across the curriculum, composition studies, and distance learning , it provides an in-depth look at issues of importance to students, faculty, and administrators regarding the technological future of writing and learning in higher education.

Learning And The E Generation

Learning and the E Generation PDF
Author: Jean D. M. Underwood
Publisher: John Wiley & Sons
ISBN: 1118897560
Size: 78.15 MB
Format: PDF, ePub
Category : Psychology
Languages : en
Pages : 232
View: 2292

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Book Description: Learning and the E-Generation examines the impact of new and emerging digital technologies—from computers and tablets to social media and video games—on learners in formal and informal settings. Assesses the psychological factors at play, including social, cognitive, and behavioral characteristics that are influenced by exposure to technology Addresses the risks and benefits of 21st century digital technology on children and young adults Written by two experts in the field who draw on the latest research and practice from psychology, neuroscience, and education Discusses the potential of technology to make the learning process more authentic and engaging, as well as the obstacles which can prevent this from happening effectively

Active Learning And Student Engagement

Active Learning and Student Engagement PDF
Author: Mick Healey
Publisher: Routledge
ISBN: 1317999509
Size: 21.52 MB
Format: PDF, ePub
Category : Education
Languages : en
Pages : 232
View: 4652

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Book Description: This book examines significant issues in geography teaching and learning from the perspectives of an international network of academic geographers and postgraduate students. Drawing on classroom experiences and research in a wide variety of educational settings, the authors describe conceptually interesting and practical applications for enhancing student learning through inquiry, problem-based learning, field study, online collaboration, and other highly engaging forms of pedagogy. Other articles focus on approaches for improving the experiences of distance learners, strategies for enhancing the employability of geography students, and preparing students to engage ethical issues in the discipline. An international audience of educators will find much of value through the use of comparative examples, literature reviews encompassing research in multiple national contexts, and an underlying awareness of the diversity of practices in higher education internationally. This book is a collection of articles previously published in two special issues of the Journal of Geography in Higher Education.

Visible Learning For Teachers

Visible Learning for Teachers PDF
Author: John Hattie
Publisher: Routledge
ISBN: 1000039331
Size: 42.62 MB
Format: PDF, Mobi
Category : Education
Languages : en
Pages : 302
View: 5901

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Book Description: In November 2008, John Hattie’s ground-breaking book Visible Learning synthesised the results of more than fifteen years research involving millions of students and represented the biggest ever collection of evidence-based research into what actually works in schools to improve learning. Visible Learning for Teachers takes the next step and brings those ground breaking concepts to a completely new audience. Written for students, pre-service and in-service teachers, it explains how to apply the principles of Visible Learning to any classroom anywhere in the world. The author offers concise and user-friendly summaries of the most successful interventions and offers practical step-by-step guidance to the successful implementation of visible learning and visible teaching in the classroom. This book: links the biggest ever research project on teaching strategies to practical classroom implementation champions both teacher and student perspectives and contains step by step guidance including lesson preparation, interpreting learning and feedback during the lesson and post lesson follow up offers checklists, exercises, case studies and best practice scenarios to assist in raising achievement includes whole school checklists and advice for school leaders on facilitating visible learning in their institution now includes additional meta-analyses bringing the total cited within the research to over 900 comprehensively covers numerous areas of learning activity including pupil motivation, curriculum, meta-cognitive strategies, behaviour, teaching strategies, and classroom management. Visible Learning for Teachers is a must read for any student or teacher who wants an evidence based answer to the question; ‘how do we maximise achievement in our schools?’

Fourth International Software Metrics Symposium

Fourth International Software Metrics Symposium PDF
Author:
Publisher: IEEE Computer Society
ISBN: 9780818680939
Size: 24.76 MB
Format: PDF
Category : Computers
Languages : en
Pages : 175
View: 5541

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Book Description: This volume on software design and development covers the proceedings of the 4th International Software Metrics Symposium held in 1997."