Hands On Learning

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Mathematics for Machine Learning

Author : Marc Peter Deisenroth
Publisher : Cambridge University Press
ISBN 13 : 1108569323
Total Pages : 392 pages
Book Rating : 4.1/5 (85 download)

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Book Synopsis Mathematics for Machine Learning by : Marc Peter Deisenroth

Download or read book Mathematics for Machine Learning written by Marc Peter Deisenroth and published by Cambridge University Press. This book was released on 2020-04-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.

Hands-On Nutrition Education

Author : Renée Hoffinger
Publisher :
ISBN 13 : 9780880919944
Total Pages : 261 pages
Book Rating : 4.9/5 (199 download)

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Book Synopsis Hands-On Nutrition Education by : Renée Hoffinger

Download or read book Hands-On Nutrition Education written by Renée Hoffinger and published by . This book was released on 2016-08 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book will guide you from the theoretical underpinnings of hands-on nutrition education (HONE) programs to the tools necessary to turn that theory into practice and customize a program for your target population. Learn practical guidelines for different types of HONE activities, including: Food demonstrations; Grocery store tours; Cooking classes; Development and management of institutional HONE programs. Resources include equipment lists, cooking class materials, resource planning sheets, medical documentation guide, program surveys and evaluations, sample funding proposal and much more.

Machine Learning

Author : Stephen Marsland
Publisher : CRC Press
ISBN 13 : 1420067192
Total Pages : 407 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Machine Learning by : Stephen Marsland

Download or read book Machine Learning written by Stephen Marsland and published by CRC Press. This book was released on 2011-03-23 with total page 407 pages. Available in PDF, EPUB and Kindle. Book excerpt: Traditional books on machine learning can be divided into two groups- those aimed at advanced undergraduates or early postgraduates with reasonable mathematical knowledge and those that are primers on how to code algorithms. The field is ready for a text that not only demonstrates how to use the algorithms that make up machine learning methods, but

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow

Author : Aurélien Géron
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 149203259X
Total Pages : 851 pages
Book Rating : 4.4/5 (92 download)

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Book Synopsis Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow by : Aurélien Géron

Download or read book Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow written by Aurélien Géron and published by "O'Reilly Media, Inc.". This book was released on 2019-09-05 with total page 851 pages. Available in PDF, EPUB and Kindle. Book excerpt: Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you’ve learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets Use Scikit-Learn to track an example machine-learning project end-to-end Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods Use the TensorFlow library to build and train neural nets Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning Learn techniques for training and scaling deep neural nets

Machine Learning Refined

Author : Jeremy Watt
Publisher : Cambridge University Press
ISBN 13 : 1108480721
Total Pages : 597 pages
Book Rating : 4.1/5 (84 download)

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Book Synopsis Machine Learning Refined by : Jeremy Watt

Download or read book Machine Learning Refined written by Jeremy Watt and published by Cambridge University Press. This book was released on 2020-01-09 with total page 597 pages. Available in PDF, EPUB and Kindle. Book excerpt: An intuitive approach to machine learning covering key concepts, real-world applications, and practical Python coding exercises.

Hands-On Machine Learning with R

Author : Brad Boehmke
Publisher : CRC Press
ISBN 13 : 1000730433
Total Pages : 374 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Hands-On Machine Learning with R by : Brad Boehmke

Download or read book Hands-On Machine Learning with R written by Brad Boehmke and published by CRC Press. This book was released on 2019-11-07 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hands-on Machine Learning with R provides a practical and applied approach to learning and developing intuition into today’s most popular machine learning methods. This book serves as a practitioner’s guide to the machine learning process and is meant to help the reader learn to apply the machine learning stack within R, which includes using various R packages such as glmnet, h2o, ranger, xgboost, keras, and others to effectively model and gain insight from their data. The book favors a hands-on approach, providing an intuitive understanding of machine learning concepts through concrete examples and just a little bit of theory. Throughout this book, the reader will be exposed to the entire machine learning process including feature engineering, resampling, hyperparameter tuning, model evaluation, and interpretation. The reader will be exposed to powerful algorithms such as regularized regression, random forests, gradient boosting machines, deep learning, generalized low rank models, and more! By favoring a hands-on approach and using real word data, the reader will gain an intuitive understanding of the architectures and engines that drive these algorithms and packages, understand when and how to tune the various hyperparameters, and be able to interpret model results. By the end of this book, the reader should have a firm grasp of R’s machine learning stack and be able to implement a systematic approach for producing high quality modeling results. Features: · Offers a practical and applied introduction to the most popular machine learning methods. · Topics covered include feature engineering, resampling, deep learning and more. · Uses a hands-on approach and real world data.

Hands-on Machine Learning with JavaScript

Author : Burak Kanber
Publisher : Packt Publishing Ltd
ISBN 13 : 1788990307
Total Pages : 343 pages
Book Rating : 4.7/5 (889 download)

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Book Synopsis Hands-on Machine Learning with JavaScript by : Burak Kanber

Download or read book Hands-on Machine Learning with JavaScript written by Burak Kanber and published by Packt Publishing Ltd. This book was released on 2018-05-29 with total page 343 pages. Available in PDF, EPUB and Kindle. Book excerpt: A definitive guide to creating an intelligent web application with the best of machine learning and JavaScript Key Features Solve complex computational problems in browser with JavaScript Teach your browser how to learn from rules using the power of machine learning Understand discoveries on web interface and API in machine learning Book Description In over 20 years of existence, JavaScript has been pushing beyond the boundaries of web evolution with proven existence on servers, embedded devices, Smart TVs, IoT, Smart Cars, and more. Today, with the added advantage of machine learning research and support for JS libraries, JavaScript makes your browsers smarter than ever with the ability to learn patterns and reproduce them to become a part of innovative products and applications. Hands-on Machine Learning with JavaScript presents various avenues of machine learning in a practical and objective way, and helps implement them using the JavaScript language. Predicting behaviors, analyzing feelings, grouping data, and building neural models are some of the skills you will build from this book. You will learn how to train your machine learning models and work with different kinds of data. During this journey, you will come across use cases such as face detection, spam filtering, recommendation systems, character recognition, and more. Moreover, you will learn how to work with deep neural networks and guide your applications to gain insights from data. By the end of this book, you'll have gained hands-on knowledge on evaluating and implementing the right model, along with choosing from different JS libraries, such as NaturalNode, brain, harthur, classifier, and many more to design smarter applications. What you will learn Get an overview of state-of-the-art machine learning Understand the pre-processing of data handling, cleaning, and preparation Learn Mining and Pattern Extraction with JavaScript Build your own model for classification, clustering, and prediction Identify the most appropriate model for each type of problem Apply machine learning techniques to real-world applications Learn how JavaScript can be a powerful language for machine learning Who this book is for This book is for you if you are a JavaScript developer who wants to implement machine learning to make applications smarter, gain insightful information from the data, and enter the field of machine learning without switching to another language. Working knowledge of JavaScript language is expected to get the most out of the book.

Active Learning in Social Studies

Author : Globe Fearon
Publisher : Globe Fearon Company
ISBN 13 : 9780835933674
Total Pages : 61 pages
Book Rating : 4.9/5 (336 download)

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Book Synopsis Active Learning in Social Studies by : Globe Fearon

Download or read book Active Learning in Social Studies written by Globe Fearon and published by Globe Fearon Company. This book was released on 1998-12 with total page 61 pages. Available in PDF, EPUB and Kindle. Book excerpt: This activity-based program helps special-needs students achieve success and confidence in four content areas: science, social studies, math, and communication arts. Students learn to identify cause-and-effect relationships, identify main ideas and details, compare and contrast, summarize ideas, ask questions, make judgments, and more. Reading Level: 2-3 Interest Level: 6-12

Hands and Minds

Author : Tom Fehrenbacher
Publisher :
ISBN 13 : 9781548397616
Total Pages : 258 pages
Book Rating : 4.3/5 (976 download)

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Book Synopsis Hands and Minds by : Tom Fehrenbacher

Download or read book Hands and Minds written by Tom Fehrenbacher and published by . This book was released on 2017-06-26 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: The reflective practitioner's guide to project-based learning, written by teachers for teachers.

Hands-On Learning!

Author : Gwen Snyder Kaltman
Publisher : Corwin Press
ISBN 13 : 1452213348
Total Pages : 153 pages
Book Rating : 4.4/5 (522 download)

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Book Synopsis Hands-On Learning! by : Gwen Snyder Kaltman

Download or read book Hands-On Learning! written by Gwen Snyder Kaltman and published by Corwin Press. This book was released on 2009-04-14 with total page 153 pages. Available in PDF, EPUB and Kindle. Book excerpt: Plan lessons from a child-centered perspective! This innovative resource features more than 1,000 activities using inexpensive, readily available objects to engage young children’s senses and build their knowledge of the world through hands-on experiences. Organized into 16 themes and grouped under the areas of literacy, mathematics, science, social studies, physical development, and creativity, the book’s unique approach: Presents a new and simple way to design hands-on activities that complement any curriculum Offers suggestions on how to modify activities to respond to children’s developmental levels Includes a list of over 60 generic tactile activities suitable for use in any classroom

Hands on Learning

Author :
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (222 download)

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Book Synopsis Hands on Learning by :

Download or read book Hands on Learning written by and published by . This book was released on 1990 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Do Touch

Author : LaBritta Gilbert
Publisher : Gryphon House, Inc.
ISBN 13 : 9780876591185
Total Pages : 236 pages
Book Rating : 4.5/5 (911 download)

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Book Synopsis Do Touch by : LaBritta Gilbert

Download or read book Do Touch written by LaBritta Gilbert and published by Gryphon House, Inc.. This book was released on 1989 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: A collection of hands-on activities for young children using simple materials such as sticks, sponges, stickers, cups, pockets, gadgets, transparencies, and rings, each designed to build self-esteem and enhance the learning process.

Hands-On Science and Technology, Grade 1

Author : Jennifer Lawson
Publisher : Portage & Main Press
ISBN 13 : 1553791746
Total Pages : 228 pages
Book Rating : 4.5/5 (537 download)

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Book Synopsis Hands-On Science and Technology, Grade 1 by : Jennifer Lawson

Download or read book Hands-On Science and Technology, Grade 1 written by Jennifer Lawson and published by Portage & Main Press. This book was released on 2008-08-08 with total page 228 pages. Available in PDF, EPUB and Kindle. Book excerpt: This teacher resource offers a detailed introduction to the Hands-On Science and Technology program (guiding principles, implementation guidelines, an overview of the science skills that grade 1 students use and develop) and a classroom assessment plan complete with record-keeping templates. It also includes connections to the Achievement Levels as outlined in The Ontario Curriculum Grades 1-8 Science and Technology (2007). This resource has four instructional units: Unit 1: Needs and Characteristics of Living Things Unit 2: Materials, Objects, and Everyday Structures Unit 3: Energy in Our Lives Unit 4: Understanding Earth and Space Systems Each unit is divided into lessons that focus on specific curricular expectations. Each lesson has the curriculum expectation(s) listed materials lists activity descriptions assessment suggestions activity sheet(s) and graphic organizer(s)

Handy Learning

Author : Susan Thompson
Publisher :
ISBN 13 : 9780692729434
Total Pages : 122 pages
Book Rating : 4.7/5 (294 download)

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Book Synopsis Handy Learning by : Susan Thompson

Download or read book Handy Learning written by Susan Thompson and published by . This book was released on 2001-06-01 with total page 122 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handy Learning was developed by Occupational Therapist, Susan Thompson, due to the increasing need for hand development in young children. Children no longer play with toys that develop hand skills. Children are therefore, unprepared for the fine motor skills required for success in school and daily living. This book provides researched, effective and fun activities, proven to promote hand development in young children. All activities have been tested in the classroom, are child driven and prepare the child's hands for complex fine motor task such as: handwriting, cutting, drawing, managing buttons and snaps, and appropriate use of eating utensils. Handy Learning has been implemented successfully in classrooms and homes across the U.S. and internationally and has been met with enthusiasm by teachers, parents and children alike.

Teaching for Experiential Learning

Author : Scott D. Wurdinger
Publisher : Rlpg/Galleys
ISBN 13 :
Total Pages : 130 pages
Book Rating : 4.3/5 (97 download)

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Book Synopsis Teaching for Experiential Learning by : Scott D. Wurdinger

Download or read book Teaching for Experiential Learning written by Scott D. Wurdinger and published by Rlpg/Galleys. This book was released on 2010 with total page 130 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes how to change the way in which educators conduct business in the classroom. Our current educational systems lack ways to reach today's learners in relevant, meaningful ways. The five approaches in this book inspire and motivate students to learn.

Hands on Learning

Author : Meadowside Children's Books
Publisher :
ISBN 13 : 9781904511809
Total Pages : pages
Book Rating : 4.5/5 (118 download)

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Book Synopsis Hands on Learning by : Meadowside Children's Books

Download or read book Hands on Learning written by Meadowside Children's Books and published by . This book was released on 2004-06 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Hands-on Learning lets children see, feel and explore at the same time. Developed in consultation with early childhood expert Carol B. Andrew Ed.D., each set of double-sided flash cards contains colourful photographs, holographic pictures, touch and feel textures and a parental guide to skill-building activities.

Using Experiential Learning in the Classroom

Author : Scott D. Wurdinger
Publisher : R&L Education
ISBN 13 : 1461655390
Total Pages : 112 pages
Book Rating : 4.4/5 (616 download)

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Book Synopsis Using Experiential Learning in the Classroom by : Scott D. Wurdinger

Download or read book Using Experiential Learning in the Classroom written by Scott D. Wurdinger and published by R&L Education. This book was released on 2005-04-13 with total page 112 pages. Available in PDF, EPUB and Kindle. Book excerpt: While research and common sense tells us that experiential learning is more effective than the more traditional process of information assimilation (where teachers lecture, test, and grade), high school, college, and university teachers continue to use paper-and-pencil tests as their primary grading and assessment tool. Many students fail to see the relevance of these sort of tests and are bored with passive methods of learning. Using Experiential Learning in the Classroom: Practical Ideas for All Educators explains what experiential learning is, why it works, and how it can be used in both high school and post-secondary educational settings. Tools for assessing experiential learning are also provided. A must-have resource for high school teachers and college professors.