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Deep Learning

Author : Ian Goodfellow
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

Author : John Almarode
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.

The Book of Learning and Forgetting

Author : Frank Smith
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.

Powerful Learning

Author : Linda Darling-Hammond
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.

Learning How to Learn

Author : Barbara Oakley, PhD
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.

Visible Learning

Author : John Hattie
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.

Leaving to Learn: How Out-of-School Learning Increases Student Engagement and Reduces Dropout Rates

Author : Elliot Washor, Charles Mojkowski
Publisher : Urban Fox Studios
ISBN 13 : 0325050724
Total Pages : 192 pages
Book Rating : 4.3/5 (25 download)

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Book Synopsis Leaving to Learn: How Out-of-School Learning Increases Student Engagement and Reduces Dropout Rates by : Elliot Washor, Charles Mojkowski

Download or read book Leaving to Learn: How Out-of-School Learning Increases Student Engagement and Reduces Dropout Rates written by Elliot Washor, Charles Mojkowski and published by Urban Fox Studios. This book was released on 2013-10-11 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this provocative book, authors Washor and Mojkowski observe that beneath the worrisome levels of dropouts from our nation’s high school lurks a more insidious problem: student disengagement from school and from deep and productive learning. To keep students in school and engaged as productive learners through to graduation, schools must provide experiences in which all students do some of their learning outside school as a formal part of their programs of study. All students need to leave school—frequently, regularly, and, of course, temporarily—to stay in school and persist in their learning. To accomplish this, schools must combine academic learning with experiential learning, allowing students to bring real-world learning back into the school, where it should be recognized, assessed, and awarded academic credit. Learning outside of school, as a complement to in-school learning, provides opportunities for deep engagement in rigorous learning.

An Introduction to Statistical Learning

Author : Gareth James
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

Author : Richard DuFour
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).

Deeper Learning

Author : Monica R. Martinez
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

Author : Tracey E. Hall
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"--

Visible Learning for Teachers

Author : John Hattie
Publisher : Routledge
ISBN 13 : 1136592334
Total Pages : 281 pages
Book Rating : 4.1/5 (365 download)

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Book Synopsis Visible Learning for Teachers by : John Hattie

Download or read book Visible Learning for Teachers written by John Hattie and published by Routledge. This book was released on 2012-03-15 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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?’

Dirtmeister's Nitty Gritty Planet Earth

Author : Steve Tomecek
Publisher : National Geographic Kids
ISBN 13 : 1426319037
Total Pages : 132 pages
Book Rating : 4.4/5 (263 download)

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Book Synopsis Dirtmeister's Nitty Gritty Planet Earth by : Steve Tomecek

Download or read book Dirtmeister's Nitty Gritty Planet Earth written by Steve Tomecek and published by National Geographic Kids. This book was released on 2015 with total page 132 pages. Available in PDF, EPUB and Kindle. Book excerpt: Come and explore the world under your feet with the Dirtmeister and friends! Part graphic novel, part fun guidebook, this very cool, rocky journey introduces both eager and reluctant readers to the basic geologic processes that shape our Earth. Clear and concise explanations of the various geologic processes reveal the comprehensive science behind each fascinating topic. Fun facts and simple DIY experiments reinforce the concepts while short biographies of important scientists inspire future geo-scientists.

Universal Design for Learning

Author : Anne Meyer
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. --

Experiential Learning

Author : David A. Kolb
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.

A Mindset for Learning

Author : Kristine Mraz
Publisher : Heinemann Educational Books
ISBN 13 : 9780325062884
Total Pages : 0 pages
Book Rating : 4.0/5 (628 download)

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Book Synopsis A Mindset for Learning by : Kristine Mraz

Download or read book A Mindset for Learning written by Kristine Mraz and published by Heinemann Educational Books. This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book is a gem: vivid, fun and thoughtful. It's like sitting next to a skillful, experienced, focused teacher in a real classroom. Kristi and Christine draw on their years of teaching and their dedication to educating children to help students become more empathic and act more thoughtfully and to prepare them with the essentials for success in an uncertain future." -Arthur Costa, author of Learning and Leading with Habits of Mind We know how to teach content and skills. But can we teach the habits of mind needed for academic success, a love of learning, and agency in the world? We can, and A Mindset for Learning shows us how. "We want our students to take on challenges with zeal," write Kristi Mraz and Christine Hertz, "to see themselves not as static test scores but as agents of change." Drawing on the work of Carol Dweck, Daniel Pink, Art Costa, and others, Kristi and Christine show us how to lead students to a growth mindset for school-and life-by focusing on five crucial, research-driven attitudes: optimism-putting aside fear and resistance to learn something new persistence-keeping at it, even when a task is hard flexibility-trying different ways to find a solution resilience-bouncing back from setbacks and learning from failure empathy-learning by putting oneself in another person's shoes. A Mindset for Learning pairs research-psychological, neurological, and pedagogical-with practical classroom help, including instructional language, charts and visuals, teaching tips, classroom vignettes, and more. "This book holds our dreams for all children," write Kristi and Christine, "that they grow to be brave in the face of risk, kind in the face of challenge, joyful and curious in all things." If you want that for your students, then help them discover A Mindset for Learning.

Learning That Matters

Author : Caralyn Zehnder
Publisher : Myers Education Press
ISBN 13 : 1975504534
Total Pages : 334 pages
Book Rating : 4.9/5 (755 download)

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Book Synopsis Learning That Matters by : Caralyn Zehnder

Download or read book Learning That Matters written by Caralyn Zehnder and published by Myers Education Press. This book was released on 2021-01-05 with total page 334 pages. Available in PDF, EPUB and Kindle. Book excerpt: A 2022 SPE Outstanding Book Honorable Mention Our society urgently needs education that motivates, challenges, engages, and affirms all students. No matter their previous successes or failures, every student has enormous learning potential and important contributions to make now and in the future. Such meaningful learning experiences don't just happen, they need to be intentionally designed. This book supports those who will undertake this vitally important work. Learning that Matters: A Field Guide to Course Design for Transformative Education is a pragmatic resource for designing courses that engage college students as active citizens. This "work" book provides research-informed approaches for creating learning experiences and developing innovative, intellectually-engaging courses. Whether a novice or a veteran, by engaging with the text, collaborating with colleagues, and reflecting on the important work of a teacher, any motivated educator can become a transformative educator. Every college course has the potential to transform students' lives. Through implementation of critical concepts such as connected and authentic assessments; dilemmas, issues, and questions; portable thinking skills and engaging strategies; and a purposeful focus on inclusivity and equity, readers begin the process of change needed for preparing students who will be able to address the monumental challenges facing our society. Click HERE to watch the book launch. Click HERE to hear the authors discuss their book. Perfect for courses such as: Education Curriculum and Instruction | Design for Transformative Learning | An Introduction to Evidence-based Undergraduate Teaching | New Faculty Orientations | Freshman Seminar Faculty Trainings | Center for Teaching & Learning | Workshops in Course Design