Deep Learning

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Publisher : MIT Press
ISBN 13 : 0262337371
Total Pages : 801 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Deep Learning by : Ian Goodfellow

Download or read book Deep Learning written by Ian Goodfellow and published by MIT Press. This book was released on 2016-11-10 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

Clarity for Learning

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Publisher : Corwin Press
ISBN 13 : 1506384722
Total Pages : 241 pages
Book Rating : 4.5/5 (63 download)

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Book Synopsis Clarity for Learning by : John Almarode

Download or read book Clarity for Learning written by John Almarode and published by Corwin Press. This book was released on 2018-10-24 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential resource for student and teacher clarity With the ever-changing landscape of education, teachers and leaders often find themselves searching for clarity in a sea of standards, curriculum resources, and competing priorities. Clarity for Learning offers a simple and doable approach to developing clarity and sharing it with students through five essential components: crafting learning intentions and success criteria co-constructing learning intentions and success criteria with learners creating opportunities for students to respond effective feedback on and for learning students and teachers sharing learning and progress The book is full of examples from teachers and leaders who have shared their journey, struggles, and successes for readers to use to propel their own work forward.

Learning How to Learn

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Publisher : Penguin
ISBN 13 : 052550446X
Total Pages : 256 pages
Book Rating : 4.5/5 (255 download)

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Book Synopsis Learning How to Learn by : Barbara Oakley, PhD

Download or read book Learning How to Learn written by Barbara Oakley, PhD and published by Penguin. This book was released on 2018-08-07 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: A surprisingly simple way for students to master any subject--based on one of the world's most popular online courses and the bestselling book A Mind for Numbers A Mind for Numbers and its wildly popular online companion course "Learning How to Learn" have empowered more than two million learners of all ages from around the world to master subjects that they once struggled with. Fans often wish they'd discovered these learning strategies earlier and ask how they can help their kids master these skills as well. Now in this new book for kids and teens, the authors reveal how to make the most of time spent studying. We all have the tools to learn what might not seem to come naturally to us at first--the secret is to understand how the brain works so we can unlock its power. This book explains: • Why sometimes letting your mind wander is an important part of the learning process • How to avoid "rut think" in order to think outside the box • Why having a poor memory can be a good thing • The value of metaphors in developing understanding • A simple, yet powerful, way to stop procrastinating Filled with illustrations, application questions, and exercises, this book makes learning easy and fun.

An Introduction to Statistical Learning

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Publisher : Springer Nature
ISBN 13 : 3031387473
Total Pages : 617 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis An Introduction to Statistical Learning by : Gareth James

Download or read book An Introduction to Statistical Learning written by Gareth James and published by Springer Nature. This book was released on 2023-08-01 with total page 617 pages. Available in PDF, EPUB and Kindle. Book excerpt: An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance, marketing, and astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. This book is targeted at statisticians and non-statisticians alike, who wish to use cutting-edge statistical learning techniques to analyze their data. Four of the authors co-wrote An Introduction to Statistical Learning, With Applications in R (ISLR), which has become a mainstay of undergraduate and graduate classrooms worldwide, as well as an important reference book for data scientists. One of the keys to its success was that each chapter contains a tutorial on implementing the analyses and methods presented in the R scientific computing environment. However, in recent years Python has become a popular language for data science, and there has been increasing demand for a Python-based alternative to ISLR. Hence, this book (ISLP) covers the same materials as ISLR but with labs implemented in Python. These labs will be useful both for Python novices, as well as experienced users.

Learning by Doing

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Publisher : Solution Tree Press
ISBN 13 : 1935249894
Total Pages : 373 pages
Book Rating : 4.9/5 (352 download)

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Book Synopsis Learning by Doing by : Richard DuFour

Download or read book Learning by Doing written by Richard DuFour and published by Solution Tree Press. This book was released on 2013-06-15 with total page 373 pages. Available in PDF, EPUB and Kindle. Book excerpt: Like the first edition, the second edition of Learning by Doing: A Handbook for Professional Learning Communities at Work helps educators close the knowing-doing gap as they transform their schools into professional learning communities (PLCs).

Worldwise Learning

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Publisher : Corwin Press
ISBN 13 : 1071835920
Total Pages : 518 pages
Book Rating : 4.0/5 (718 download)

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Book Synopsis Worldwise Learning by : Carla Marschall

Download or read book Worldwise Learning written by Carla Marschall and published by Corwin Press. This book was released on 2021-08-23 with total page 518 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nautilus Gold Award Winner (Books for a Better World) in Social Sciences & Education Create inclusive, democratic classrooms that prepare knowledgeable, compassionate, and engaged global citizens. Today’s global challenges—climate change, food and water insecurity, social and economic inequality, and a global pandemic—demand that educators prepare students to become compassionate, critical thinkers who can explore alternative futures. Their own, others’, and the planet’s well-being depend on it. Worldwise Learning presents a "Pedagogy for People, Planet, and Prosperity" that supports K-8 educators in nurturing "Worldwise Learners": students who both deeply understand and purposefully act when learning about global challenges. Coupling theory with practice, this book builds educators’ understanding of how curriculum and meaningful interdisciplinary learning can be organized around local, global, and intercultural issues, and provides a detailed framework for making those issues come alive in the classroom. Richly illustrated, each innovative chapter asserts a transformational approach to teaching and learning following an original three-part inquiry cycle, and includes: Practical classroom strategies to implement Worldwise Learning at the lesson level, along with tips for scaffolding students’ thinking. Images of student work and vignettes of learning experiences that help educators visualize authentic Worldwise Learning moments. Stories that spotlight Worldwise Learning in action from diverse student, teacher, and organization perspectives. An exemplar unit plan that illustrates how the planning process links to and can support teaching and learning about global challenges. QR codes that link to additional lesson and unit plans, educational resources, videos of strategies, and interviews with educators and thought leaders on a companion website, where teachers can discuss topics and share ideas with each other. Worldwise Learning turns students into local and global citizens who feel genuine concern for the world around them, living their learning with intention and purpose. The time is now.

Universal Design for Learning

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Author :
Publisher : CAST Professional Publishing
ISBN 13 : 9781930583542
Total Pages : 234 pages
Book Rating : 4.5/5 (835 download)

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Book Synopsis Universal Design for Learning by : Anne Meyer

Download or read book Universal Design for Learning written by Anne Meyer and published by CAST Professional Publishing. This book was released on 2015-12 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: Anne Meyer and David Rose, who first laid out the principles of UDL, provide an ambitious, engaging discussion of new research and best practices. This book gives the UDL field an essential and authoritative learning resource for the coming years. In the 1990s, Anne Meyer, David Rose, and their colleagues at CAST introduced Universal Design for Learning (UDL) as a framework to improve teaching and learning in the digital age, sparking an international reform movement. Now Meyer and Rose return with Universal Design for Learning: Theory and Practice, an up-to-date multimedia online book (with print and e-book options) that leverages more than a decade of research and implementation. This is the first significant new statement on UDL since 2002, an ambitious, engaging exploration of ideas and best practices that provides the growing UDL field with an essential and authoritative learning resource for the coming years. This new work includes contributions from CAST's research and implementation teams as well as from many of CAST's collaborators in schools, universities, and research settings. Readers are invited to contribute ideas, perspectives, and examples from their own practice in an online community of practice. --

Visible Learning

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Author :
Publisher : Routledge
ISBN 13 : 1134024126
Total Pages : 389 pages
Book Rating : 4.1/5 (34 download)

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Book Synopsis Visible Learning by : John Hattie

Download or read book Visible Learning written by John Hattie and published by Routledge. This book was released on 2008-11-19 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique and ground-breaking book is the result of 15 years research and synthesises over 800 meta-analyses on the influences on achievement in school-aged students. It builds a story about the power of teachers, feedback, and a model of learning and understanding. The research involves many millions of students and represents the largest ever evidence based research into what actually works in schools to improve learning. Areas covered include the influence of the student, home, school, curricula, teacher, and teaching strategies. A model of teaching and learning is developed based on the notion of visible teaching and visible learning. A major message is that what works best for students is similar to what works best for teachers – an attention to setting challenging learning intentions, being clear about what success means, and an attention to learning strategies for developing conceptual understanding about what teachers and students know and understand. Although the current evidence based fad has turned into a debate about test scores, this book is about using evidence to build and defend a model of teaching and learning. A major contribution is a fascinating benchmark/dashboard for comparing many innovations in teaching and schools.

Deeper Learning

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Publisher : The New Press
ISBN 13 : 1620973979
Total Pages : 166 pages
Book Rating : 4.6/5 (29 download)

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Book Synopsis Deeper Learning by : Monica R. Martinez

Download or read book Deeper Learning written by Monica R. Martinez and published by The New Press. This book was released on 2018-06-05 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: The acclaimed exploration of how public education can cultivate innovators—with a foreword by Russlynn Ali, a leading advocate for remaking schools Dime-a-dozen ideas for reforming education seem to be everywhere these days but few actually transform the everyday experience of the 50-million-plus students who are regularly subjected to traditional lecturing, note-taking, and rote learning—often with dismal results. Enter Deeper Learning, "a fast read [that] will interest educators who want to produce self-motivated, passionate learners" (Library Journal). Offering "uplifting" (Kirkus Reviews) anecdotes in what Tom Carroll of the National Commission on Teaching and America's Future calls a "rare blend of inspiration and practical action," Deeper Learning provides a blueprint for creating flexible environments that put students at the helm of their own collaborative learning experience. This paperback edition includes a new foreword by renowned education advocate Russlynn Ali and will empower and inspire educators everywhere to address the need for schools to be genuinely innovative.

Universal Design for Learning in the Classroom

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Publisher : Guilford Press
ISBN 13 : 1462506313
Total Pages : 177 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Universal Design for Learning in the Classroom by : Tracey E. Hall

Download or read book Universal Design for Learning in the Classroom written by Tracey E. Hall and published by Guilford Press. This book was released on 2012-07-31 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Clearly written and well organized, this book shows how to apply the principles of universal design for learning (UDL) across all subject areas and grade levels. The editors and contributors describe practical ways to develop classroom goals, assessments, materials, and methods that use UDL to meet the needs of all learners. Specific teaching ideas are presented for reading, writing, science, mathematics, history, and the arts, including detailed examples and troubleshooting tips. Particular attention is given to how UDL can inform effective, innovative uses of technology in the inclusive classroom. Subject Areas/Keywords: assessments, classrooms, content areas, curriculum design, digital media, educational technology, elementary, inclusion, instruction, learning disabilities, literacy, schools, secondary, special education, supports, teaching methods, UDL, universal design Audience: General and special educators in grades K-8, literacy specialists, school psychologists, administrators, teacher educators, and graduate students"--

Powerful Learning

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Publisher : John Wiley & Sons
ISBN 13 : 1119181763
Total Pages : 288 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis Powerful Learning by : Linda Darling-Hammond

Download or read book Powerful Learning written by Linda Darling-Hammond and published by John Wiley & Sons. This book was released on 2015-07-15 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Powerful Learning, Linda Darling-Hammond and animpressive list of co-authors offer a clear, comprehensive, andengaging exploration of the most effective classroom practices.They review, in practical terms, teaching strategies that generatemeaningful K–2 student understanding, and occur both withinthe classroom walls and beyond. The book includes rich stories, aswell as online videos of innovative classrooms and schools, thatshow how students who are taught well are able to think critically,employ flexible problem-solving, and apply learned skills andknowledge to new situations.

Experiential Learning

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Publisher : Pearson Education
ISBN 13 : 0133892409
Total Pages : 417 pages
Book Rating : 4.1/5 (338 download)

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Book Synopsis Experiential Learning by : David A. Kolb

Download or read book Experiential Learning written by David A. Kolb and published by Pearson Education. This book was released on 2015 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experiential learning is a singularly powerful approach to teaching and learning that is based on the fact that people learn best through experience. In this extensively updated book, the author offers the most complete and up-to-date statement of the theory of experiential learning and its modern applications in education, work, and adult development.

The Book of Learning and Forgetting

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Publisher : Teachers College Press
ISBN 13 : 9780807737507
Total Pages : 0 pages
Book Rating : 4.7/5 (375 download)

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Book Synopsis The Book of Learning and Forgetting by : Frank Smith

Download or read book The Book of Learning and Forgetting written by Frank Smith and published by Teachers College Press. This book was released on 1998-04-02 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this thought-provoking book, Frank Smith explains how schools and educational authorities systematically obstruct the powerful inherent learning abilities of children, creating handicaps that often persist through life. The author eloquently contrasts a false and fabricated “official theory” that learning is work (used to justify the external control of teachers and students through excessive regulation and massive testing) with a correct but officially suppressed “classic view” that learning is a social process that can occur naturally and continually through collaborative activities. This book will be crucial reading in a time when national authorities continue to blame teachers and students for alleged failures in education. It will help educators and parents to combat sterile attitudes toward teaching and learning and prevent current practices from doing further harm.

Happy Learning Book For Siblings, The: 50 Awesome Activities For Siblings To Learn And Play Together At Home

Download Happy Learning Book For Siblings, The: 50 Awesome Activities For Siblings To Learn And Play Together At Home PDF Online Free

Author :
Publisher : World Scientific
ISBN 13 : 9811224188
Total Pages : 396 pages
Book Rating : 4.8/5 (112 download)

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Book Synopsis Happy Learning Book For Siblings, The: 50 Awesome Activities For Siblings To Learn And Play Together At Home by : Fynn Sor

Download or read book Happy Learning Book For Siblings, The: 50 Awesome Activities For Siblings To Learn And Play Together At Home written by Fynn Sor and published by World Scientific. This book was released on 2020-06-26 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: Your home is the perfect place for learning, fun, and sibling bonding!The Happy Learning Book for Siblings features 50 hands-on activities you can conduct in the comfort of your home. They are divided into five learning areas (Literacy, Numeracy, Discovery of the World, Motor Skills and Sensory Play, Arts and Crafts), and are scaled for children of different ages to experience together. Spark hours of joyful learning and playful moments for your children, from toddlers to preschoolers and school-aged kids!

Shake Up Learning

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Publisher :
ISBN 13 : 9781946444691
Total Pages : 188 pages
Book Rating : 4.4/5 (446 download)

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Book Synopsis Shake Up Learning by : Kasey Bell

Download or read book Shake Up Learning written by Kasey Bell and published by . This book was released on 2018-03-05 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: Is the learning in your classroom static or dynamic? Shake Up Learning guides you through the process of creating dynamic learning opportunities-from purposeful planning and maximizing technology to fearless implementation.

Balance With Blended Learning

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Publisher : Corwin Press
ISBN 13 : 1544389507
Total Pages : 235 pages
Book Rating : 4.5/5 (443 download)

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Book Synopsis Balance With Blended Learning by : Catlin R. Tucker

Download or read book Balance With Blended Learning written by Catlin R. Tucker and published by Corwin Press. This book was released on 2020-01-09 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rethink the roles, responsibilities, and workflow in your blended learning classroom and enjoy balance in your life. Blended learning offers educators the opportunity to reimagine teaching and learning. It allows teachers to partner with their students to assess, track, and reflect on learning. This partnership gives teachers more time and energy to innovate and personalize learning while providing students the opportunity to be active agents driving their own growth. If one thing is certain after the 2019-2020 school year, blended learning is here to stay. Learning must be a shared endeavor between the teacher and the learner. This book provides teachers with strategies to rethink traditional workflows to make teaching practices sustainable. Written by blended learning expert, Catlin Tucker, this resource provides teachers with concrete strategies and resources they can use to partner with their students to actively engage them in setting goals, monitoring their development, reflecting on their growth, using feedback to improve work, assessing the quality of their work, and communicating their progress with parents. Balance With Blended Learning includes Practical strategies for teachers overwhelmed by their workloads Routines and protocols designed to move feedback and assessment into the classroom to eliminate much of the work teachers take home Ready-to-use templates and resources designed to help students take an active role in tracking, monitoring, and reflecting on their progress Vignettes written by teachers across disciplines Stories from the author′s extensive experience both as a teacher and blended -learning coach Redefining roles in a blended learning classroom encourages students to take ownership over their learning journeys and helps teachers feel more effective, efficient, and energized.

The Science of Self-Learning

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Publisher : Pkcs Media, Incorporated
ISBN 13 : 9781647430429
Total Pages : 202 pages
Book Rating : 4.4/5 (34 download)

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Book Synopsis The Science of Self-Learning by : Peter Hollins

Download or read book The Science of Self-Learning written by Peter Hollins and published by Pkcs Media, Incorporated. This book was released on 2019-10-22 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: How to learn effectively when you have to be both the teacher and student. Work smarter and save yourself countless hours. Self-learning is not just about performing better in the classroom or the office. It's about being able to aim your life in whatever direction you choose and conquering the obstacles in front of you. Replicable methods and insights to build expertise from ground zero. The Science of Self-Learning focuses not only on learning, but what it means to direct your own learning. Anyone can read a book, but what about more? You will learn to deconstruct a topic and then construct your own syllabus and plan. Gathering information, initial research, having a dialogue with new information - unlock these skills and you will unlock your life. Make complex topics painless and less intimidating to approach and break down. Peter Hollins has studied psychology and peak human performance for over a dozen years and is a bestselling author. He has worked with a multitude of individuals to unlock their potential and path towards success. His writing draws on his academic, coaching, and research experience. Develop habits and skills to fulfill your career or hobby goals. -Understand the learning success pyramid and how self-regulation and confidence impact learning. -How to stay motivated in tedious and tiring learning. -The SQ3R Method and conversing with information. Science-based methods to help your brain absorb and retain more. -Speed reading and comprehension. -How to plan and schedule like Benjamin Franklin. -How to extract information like juice from an orange. Most people have multiple careers in their lives. Self-learning is how you keep up and adapt.