Download or read book The Spark of Learning written by Sarah Rose Cavanagh and published by Teaching and Learning in Higher Education. This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Informed by psychology and neuroscience, Cavanagh argues that in order to capture students' attention, harness their working memory, bolster their long-term retention, and enhance their motivation, educators should consider the emotional impact of their teaching style and course design.
Download or read book The Spark of Learning written by Sarah Rose Cavanagh and published by . This book was released on 2016 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Informed by psychology and neuroscience, Cavanagh argues that in order to capture students' attention, harness their working memory, bolster their long-term retention, and enhance their motivation, educators should consider the emotional impact of their teaching style and course design.
Download or read book Learning Spark written by Jules S. Damji and published by O'Reilly Media. This book was released on 2020-07-16 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data is bigger, arrives faster, and comes in a variety of formats—and it all needs to be processed at scale for analytics or machine learning. But how can you process such varied workloads efficiently? Enter Apache Spark. Updated to include Spark 3.0, this second edition shows data engineers and data scientists why structure and unification in Spark matters. Specifically, this book explains how to perform simple and complex data analytics and employ machine learning algorithms. Through step-by-step walk-throughs, code snippets, and notebooks, you’ll be able to: Learn Python, SQL, Scala, or Java high-level Structured APIs Understand Spark operations and SQL Engine Inspect, tune, and debug Spark operations with Spark configurations and Spark UI Connect to data sources: JSON, Parquet, CSV, Avro, ORC, Hive, S3, or Kafka Perform analytics on batch and streaming data using Structured Streaming Build reliable data pipelines with open source Delta Lake and Spark Develop machine learning pipelines with MLlib and productionize models using MLflow
Download or read book Learning Spark written by Holden Karau and published by "O'Reilly Media, Inc.". This book was released on 2015-01-28 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data in all domains is getting bigger. How can you work with it efficiently? Recently updated for Spark 1.3, this book introduces Apache Spark, the open source cluster computing system that makes data analytics fast to write and fast to run. With Spark, you can tackle big datasets quickly through simple APIs in Python, Java, and Scala. This edition includes new information on Spark SQL, Spark Streaming, setup, and Maven coordinates. Written by the developers of Spark, this book will have data scientists and engineers up and running in no time. You’ll learn how to express parallel jobs with just a few lines of code, and cover applications from simple batch jobs to stream processing and machine learning. Quickly dive into Spark capabilities such as distributed datasets, in-memory caching, and the interactive shell Leverage Spark’s powerful built-in libraries, including Spark SQL, Spark Streaming, and MLlib Use one programming paradigm instead of mixing and matching tools like Hive, Hadoop, Mahout, and Storm Learn how to deploy interactive, batch, and streaming applications Connect to data sources including HDFS, Hive, JSON, and S3 Master advanced topics like data partitioning and shared variables
Download or read book In Search of Deeper Learning written by Jal Mehta and published by Harvard University Press. This book was released on 2019-04-22 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: "The best book on high school dynamics I have ever read."--Jay Mathews, Washington Post An award-winning professor and an accomplished educator take us beyond the hype of reform and inside some of America's most innovative classrooms to show what is working--and what isn't--in our schools. What would it take to transform industrial-era schools into modern organizations capable of supporting deep learning for all? Jal Mehta and Sarah Fine's quest to answer this question took them inside some of America's most innovative schools and classrooms--places where educators are rethinking both what and how students should learn. The story they tell is alternately discouraging and hopeful. Drawing on hundreds of hours of observations and interviews at thirty different schools, Mehta and Fine reveal that deeper learning is more often the exception than the rule. And yet they find pockets of powerful learning at almost every school, often in electives and extracurriculars as well as in a few mold-breaking academic courses. These spaces achieve depth, the authors argue, because they emphasize purpose and choice, cultivate community, and draw on powerful traditions of apprenticeship. These outliers suggest that it is difficult but possible for schools and classrooms to achieve the integrations that support deep learning: rigor with joy, precision with play, mastery with identity and creativity. This boldly humanistic book offers a rich account of what education can be. The first panoramic study of American public high schools since the 1980s, In Search of Deeper Learning lays out a new vision for American education--one that will set the agenda for schools of the future.
Download or read book Spark The Definitive Guide written by Bill Chambers and published by "O'Reilly Media, Inc.". This book was released on 2018-02-08 with total page 594 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to use, deploy, and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. With an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals. Youâ??ll explore the basic operations and common functions of Sparkâ??s structured APIs, as well as Structured Streaming, a new high-level API for building end-to-end streaming applications. Developers and system administrators will learn the fundamentals of monitoring, tuning, and debugging Spark, and explore machine learning techniques and scenarios for employing MLlib, Sparkâ??s scalable machine-learning library. Get a gentle overview of big data and Spark Learn about DataFrames, SQL, and Datasetsâ??Sparkâ??s core APIsâ??through worked examples Dive into Sparkâ??s low-level APIs, RDDs, and execution of SQL and DataFrames Understand how Spark runs on a cluster Debug, monitor, and tune Spark clusters and applications Learn the power of Structured Streaming, Sparkâ??s stream-processing engine Learn how you can apply MLlib to a variety of problems, including classification or recommendation
Download or read book Hivemind written by Sarah Rose Cavanagh and published by Hachette UK. This book was released on 2019-09-03 with total page 304 pages. Available in PDF, EPUB and Kindle. Book excerpt: At the crossroads between The Shallows and Presence, Hivemind is a provocative look at how communities can sync up around shared ideas, and how this hive mentality is contributing to today's polarized times. Hivemind: A collective consciousness in which we share consensus thoughts, emotions, and opinions; a phenomenon whereby a group of people function as if with a single mind. Our views of the world are shaped by the stories told by our self-selected communities. Whether seeking out groups that share our tastes, our faith, our heritage, or other interests, since the dawn of time we have taken comfort in defining ourselves through our social groups. But what happens when we only socialize with our chosen group, to the point that we lose the ability to connect to people who don't share our passions? What happens when our tribes merely confirm our world view, rather than expand it? We have always been a remarkably social species-our moods, ideas, and even our perceptions of reality synchronize without our conscious awareness. The advent of social media and smartphones has amplified these tendencies in ways that spell both promise and peril. Our hiveish natures benefit us in countless ways-combatting the mental and physical costs of loneliness, connecting us with collaborators and supporters, and exposing us to entertainment and information beyond what we can find in our literal backyards. But of course, there are also looming risks-echo chambers, political polarization, and conspiracy theories that have already begun to have deadly consequences. Leading a narrative journey from the site of the Charlottesville riots to the boardrooms of Facebook, considering such diverse topics as zombies, neuroscience, and honeybees, psychologist and emotion regulation specialist Sarah Rose Cavanagh leaves no stone unturned in her quest to understand how social technology is reshaping the way we socialize. It's not possible to turn back the clocks, and Cavanagh argues that there's no need to; instead, she presents a fully examined and thoughtful call to cut through our online tribalism, dial back our moral panic about screens and mental health, and shore up our sense of community. With compelling storytelling and shocking research, Hivemind is a must-read for anyone hoping to make sense of the dissonance around us.
Download or read book Innovations in Higher Education written by Allan M. Hoffman and published by Rowman & Littlefield Publishers. This book was released on 2011-12-01 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: Rising costs and increasing global competition press institutions to do more with less. At the same time, deep budget cuts and a general social and political impatience have revived calls for reform in educational affordability, curriculum, and outcome measurement. Yet within this environment, a myriad of success stories are being forged among educational institutions, supporting industries, and educational consortia that are embracing innovative approaches to all aspects of the higher education system. This book spotlights those fresh approaches and aims to bring higher education professionals together, as part of a broad, national movement to motivate reflection and encourage similar dynamic efforts. The editors and expert contributors focus in particular on areas such as measures of academic quality, benchmarking, faculty development, retention, curriculum development, technology, and facilities. In each case, this book illustrates successful pilot programs and documents tools that have proven to maximize efficiencies crucial to the continued success of the entire higher learning community.
Download or read book Convergent Teaching written by Aaron M. Pallas and published by JHU Press. This book was released on 2019-12-10 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: How what we know about K–12 education can revolutionize learning in college. Honorable Mention in the Foreword INDIES Award for Education by FOREWORD Reviews, Winner of the 2021 Bronze IPPY Award for Education II Amid the wide-ranging public debate about the future of higher education is a tension about the role of the faculty as instructors versus researchers and the role of teaching in the mission of a university. What is absent from that discourse is any clear understanding of what constitutes good teaching in college. In Convergent Teaching, masterful professors of education Aaron M. Pallas and Anna Neumann make the case that American higher education must hold fast to its core mission of fostering learning and growth for all people. Arguing that colleges and universities do this best through their teaching function, the book portrays teaching as a professional practice that teachers should actively hone. Drawing on rich research on K–12 classroom teaching, the authors develop the novel idea of convergent teaching, an approach that attends simultaneously to what students are learning and the personal, social, and cultural contexts shaping this process. Convergent teaching, they write, spurs teachers to join students' cognitions with the students' emotions and identities as they learn. Offering new ways to think about how college teachers can support and advance their students' learning of core disciplinary ideas, Pallas and Neumann outline targeted actions that campus administrators, public policy makers, and foundation leaders can take to propel such efforts. Vivid examples of instructors enacting three key principles—targeting, surfacing, and navigating—help bring the idea of convergent teaching to life. Full of research-based, practical ideas for better teaching and learning, Convergent Teaching presents numerous instances of successful campus-based initiatives. It also sets a bold agenda for disciplinary organizations, philanthropies, and the federal government to support teaching improvement. This book will challenge higher education students while motivating college administrators and faculty to enact change on their campuses.
Download or read book Mastering Spark with R written by Javier Luraschi and published by "O'Reilly Media, Inc.". This book was released on 2019-10-07 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you’re like most R users, you have deep knowledge and love for statistics. But as your organization continues to collect huge amounts of data, adding tools such as Apache Spark makes a lot of sense. With this practical book, data scientists and professionals working with large-scale data applications will learn how to use Spark from R to tackle big data and big compute problems. Authors Javier Luraschi, Kevin Kuo, and Edgar Ruiz show you how to use R with Spark to solve different data analysis problems. This book covers relevant data science topics, cluster computing, and issues that should interest even the most advanced users. Analyze, explore, transform, and visualize data in Apache Spark with R Create statistical models to extract information and predict outcomes; automate the process in production-ready workflows Perform analysis and modeling across many machines using distributed computing techniques Use large-scale data from multiple sources and different formats with ease from within Spark Learn about alternative modeling frameworks for graph processing, geospatial analysis, and genomics at scale Dive into advanced topics including custom transformations, real-time data processing, and creating custom Spark extensions
Download or read book Learning Spark SQL written by Aurobindo Sarkar and published by Packt Publishing Ltd. This book was released on 2017-09-07 with total page 445 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design, implement, and deliver successful streaming applications, machine learning pipelines and graph applications using Spark SQL API About This Book Learn about the design and implementation of streaming applications, machine learning pipelines, deep learning, and large-scale graph processing applications using Spark SQL APIs and Scala. Learn data exploration, data munging, and how to process structured and semi-structured data using real-world datasets and gain hands-on exposure to the issues and challenges of working with noisy and "dirty" real-world data. Understand design considerations for scalability and performance in web-scale Spark application architectures. Who This Book Is For If you are a developer, engineer, or an architect and want to learn how to use Apache Spark in a web-scale project, then this is the book for you. It is assumed that you have prior knowledge of SQL querying. A basic programming knowledge with Scala, Java, R, or Python is all you need to get started with this book. What You Will Learn Familiarize yourself with Spark SQL programming, including working with DataFrame/Dataset API and SQL Perform a series of hands-on exercises with different types of data sources, including CSV, JSON, Avro, MySQL, and MongoDB Perform data quality checks, data visualization, and basic statistical analysis tasks Perform data munging tasks on publically available datasets Learn how to use Spark SQL and Apache Kafka to build streaming applications Learn key performance-tuning tips and tricks in Spark SQL applications Learn key architectural components and patterns in large-scale Spark SQL applications In Detail In the past year, Apache Spark has been increasingly adopted for the development of distributed applications. Spark SQL APIs provide an optimized interface that helps developers build such applications quickly and easily. However, designing web-scale production applications using Spark SQL APIs can be a complex task. Hence, understanding the design and implementation best practices before you start your project will help you avoid these problems. This book gives an insight into the engineering practices used to design and build real-world, Spark-based applications. The book's hands-on examples will give you the required confidence to work on any future projects you encounter in Spark SQL. It starts by familiarizing you with data exploration and data munging tasks using Spark SQL and Scala. Extensive code examples will help you understand the methods used to implement typical use-cases for various types of applications. You will get a walkthrough of the key concepts and terms that are common to streaming, machine learning, and graph applications. You will also learn key performance-tuning details including Cost Based Optimization (Spark 2.2) in Spark SQL applications. Finally, you will move on to learning how such systems are architected and deployed for a successful delivery of your project. Style and approach This book is a hands-on guide to designing, building, and deploying Spark SQL-centric production applications at scale.
Download or read book The Spark written by Kristine Barnett and published by Random House Canada. This book was released on 2013-04-09 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: The extraordinary memoir of a mother's love, commitment and nurturing, which allowed her son, originally diagnosed with severe autism, to flourish into a universally recognized genius--and how any parent can help their child find their spark. Today, at 13, Jacob is a paid researcher in quantum physics, working on extending Einstein's theory of relativity. Diagnosed at 1 with severe autism, at 3 he was assigned to life-skills classes and his parents were told to adjust their expectations. The goal: tying his own shoes at 16. Kristine's belief in the power of hope and the dazzling possibilities that can occur when we keep our minds open and learn to fuel a child's true potential changed everything.
Download or read book Spark written by John J. Ratey and published by Little, Brown Spark. This book was released on 2008-01-10 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bestselling author and renowned psychiatrist Dr. Ratey presents a groundbreaking and fascinating investigation into the transformative effects of exercise on the brain.
Download or read book Sparking Student Motivation written by Eric M. Anderman and published by Corwin. This book was released on 2020-08-06 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: Be the change that lights the learning fire. Discover how you, as a classroom teacher, can generate enthusiasm, confidence, and joy in your students that will affect their learning and lives. Delve into the what, and why of motivation and how it affects learning. Then, learn how to spark motivation using practical, research-informed strategies that address how to ? Hone student grouping, rewards, technology, and competition for positive impact ? Confront and disarm testing conflicts to make assessments a pleasant student experience ? Examine and empower teacher–student relationships ? Rethink rules and procedures to improve behavioral outcomes
Download or read book Spark Student Motivation written by Jolene L. Roehlkepartain and published by . This book was released on 2012 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Teachers looking to effectively achieve classroom goals by connecting with students through differentiated instruction and cooperative learning will find targeted activities for inspiring students in this unique handbook. Using innovative research that delineates 200 "spark" categories that key into students' interests and passions, this guide offers easy exercises to help students get to know each other, follow the rules, and work more effectively in groups. Most of the activities and handouts can be completed in less than 15 minutes, and each combines a traditional method of teaching with the emerging, research-based "spark" method to help teachers tap into students' multiple intelligences and achieve better results on both the developmental and academic levels.
Download or read book Anti Bias Education for Young Children and Ourselves written by Louise Derman-Sparks and published by . This book was released on 2020-04-07 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: Anti-bias education begins with you! Become a skilled anti-bias teacher with this practical guidance to confronting and eliminating barriers.
Download or read book Teaching Actively written by Melvin L. Silberman and published by Pearson. This book was released on 2006 with total page 164 pages. Available in PDF, EPUB and Kindle. Book excerpt: 'Teaching Actively' offers a comprehensive eight-step plan that you can follow to inspire active learning. It is applicable for all levels of education and contains ready-to-use ideas for bolstering your students' involvement in their education.
