Deep Learning for Coders with fastai and PyTorch
Deep Learning for Coders with fastai and PyTorch

Author: Jeremy Howard

Publisher: O'Reilly Media

Published: 2020-06-29

Total Pages: 624

ISBN-13: 1492045497

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Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications. Authors Jeremy Howard and Sylvain Gugger, the creators of fastai, show you how to train a model on a wide range of tasks using fastai and PyTorch. You’ll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes. Train models in computer vision, natural language processing, tabular data, and collaborative filtering Learn the latest deep learning techniques that matter most in practice Improve accuracy, speed, and reliability by understanding how deep learning models work Discover how to turn your models into web applications Implement deep learning algorithms from scratch Consider the ethical implications of your work Gain insight from the foreword by PyTorch cofounder, Soumith Chintala

Questionnaire Research
Questionnaire Research

Author: Mildred L Patten

Publisher: Routledge

Published: 2016-10-04

Total Pages: 178

ISBN-13: 1351968416

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• Provides step-by-step guidance for students who will be conducting their first surveys to collect factual information, measure attitudes, and evaluate products, services, and programs using questionnaires. • Each chapter is structured around easy-to-follow guidelines. • Numerous examples illustrate the guidelines. The examples are on timely topics of interest to students. • This short book is an ideal supplement for guiding students through a class project. At the end of Chapter 1, they write the objectives for their questionnaires. They then follow the guidelines in subsequent chapters to complete their project. • Exercises at the end of each chapter allow students to practice their newly acquired skills. • Students learn that using questionnaires in research is both an art and a science—with principles that need to be followed for efficient, effective data collection. • Thoroughly field-tested for student interest and comprehension, this book is sure to please both you and your students. • We’ve had highly positive feedback from the numerous professors who have adopted this book to guide students in conducting term projects.

Questionnaire Design
Questionnaire Design

Author: Ian Brace

Publisher: Kogan Page Publishers

Published: 2013-06-03

Total Pages: 296

ISBN-13: 0749467800

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Questionnaires are vital for the market researcher: they draw accurate information from respondents, give structure to interviews, provide a standard form on which facts, comments and attitudes can be recorded and facilitate data processing. Questionnaire Design explains the role of questionnaires in market research and looks at different types of questionnaire, examining when and how they should be deployed. The book explains how to plan, structure and compose the right questionnaire for the research being undertaken. Fully updated with new content on encouraging respondent involvement through the gamification of questionnaires, this third edition of Questionnaire Design also includes the latest information on online and mobile questionnaires, their problems and potential. This book will be a useful addition to the bookshelf of every student or practitioner of market research.

Model Living Standards Measurement Study Survey Questionnaire for the Countries of the Former Soviet Union
Model Living Standards Measurement Study Survey Questionnaire for the Countries of the Former Soviet Union

Author: Raylynn Oliver

Publisher: World Bank Publications

Published: 1997-01-01

Total Pages: 144

ISBN-13: 9780821339343

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Living Standards Measurement Survey Working Paper No. 130.This document presents a set of Living Standards Measurement Study (LSMS) questionnaires that have been developed for use in the Russian-speaking countries of the former Soviet Union. The questionnaires are available in English and Russian, as well as in an electronic format. The document describes in detail how to modify the questionnaires for use in any specific country. The author guides the questionnaire writer through the modification process, illustrating the important aspects of LSMS surveys, the translation and field-testing procedures, and a section-by-section description of the types of modification that are likely to be required to suit particular goals and circumstances.Also available in Russian : (ISBN 0-8213-3935-4) / Stock No. 13935