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Deep Learning with Python

Deep Learning with Python PDF Author: Francois Chollet
Publisher: Simon and Schuster
ISBN: 1638352046
Category : Computers
Languages : en
Pages : 597

Book Description
Summary Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications. About the Book Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects. What's Inside Deep learning from first principles Setting up your own deep-learning environment Image-classification models Deep learning for text and sequences Neural style transfer, text generation, and image generation About the Reader Readers need intermediate Python skills. No previous experience with Keras, TensorFlow, or machine learning is required. About the Author François Chollet works on deep learning at Google in Mountain View, CA. He is the creator of the Keras deep-learning library, as well as a contributor to the TensorFlow machine-learning framework. He also does deep-learning research, with a focus on computer vision and the application of machine learning to formal reasoning. His papers have been published at major conferences in the field, including the Conference on Computer Vision and Pattern Recognition (CVPR), the Conference and Workshop on Neural Information Processing Systems (NIPS), the International Conference on Learning Representations (ICLR), and others. Table of Contents PART 1 - FUNDAMENTALS OF DEEP LEARNING What is deep learning? Before we begin: the mathematical building blocks of neural networks Getting started with neural networks Fundamentals of machine learning PART 2 - DEEP LEARNING IN PRACTICE Deep learning for computer vision Deep learning for text and sequences Advanced deep-learning best practices Generative deep learning Conclusions appendix A - Installing Keras and its dependencies on Ubuntu appendix B - Running Jupyter notebooks on an EC2 GPU instance

Deep Learning with Python

Deep Learning with Python PDF Author: Francois Chollet
Publisher: Simon and Schuster
ISBN: 1638352046
Category : Computers
Languages : en
Pages : 597

Book Description
Summary Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications. About the Book Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects. What's Inside Deep learning from first principles Setting up your own deep-learning environment Image-classification models Deep learning for text and sequences Neural style transfer, text generation, and image generation About the Reader Readers need intermediate Python skills. No previous experience with Keras, TensorFlow, or machine learning is required. About the Author François Chollet works on deep learning at Google in Mountain View, CA. He is the creator of the Keras deep-learning library, as well as a contributor to the TensorFlow machine-learning framework. He also does deep-learning research, with a focus on computer vision and the application of machine learning to formal reasoning. His papers have been published at major conferences in the field, including the Conference on Computer Vision and Pattern Recognition (CVPR), the Conference and Workshop on Neural Information Processing Systems (NIPS), the International Conference on Learning Representations (ICLR), and others. Table of Contents PART 1 - FUNDAMENTALS OF DEEP LEARNING What is deep learning? Before we begin: the mathematical building blocks of neural networks Getting started with neural networks Fundamentals of machine learning PART 2 - DEEP LEARNING IN PRACTICE Deep learning for computer vision Deep learning for text and sequences Advanced deep-learning best practices Generative deep learning Conclusions appendix A - Installing Keras and its dependencies on Ubuntu appendix B - Running Jupyter notebooks on an EC2 GPU instance

The Radiological Accident in Goiânia

The Radiological Accident in Goiânia PDF Author: International Atomic Energy Agency
Publisher:
ISBN:
Category : Business & Economics
Languages : en
Pages : 174

Book Description
The Government and authorities in Brazil were faced with a tragic accident in Goiânia resulting from the misuse of a strongly radioactive medical teletherapy source not under radiation protection surveillance. The present report is divided into four parts: a chronology of destruction of the source, discovery of the accident and initial response; a description of the human consequences and the dosimetry and treatment of seriously exposed and contaminated persons; an account of the assessment of the environmental contamination and the remedial actions taken; and observations and recommendations. Appendices and annexes give an assessment of the effectiveness of international co-operation in the emergency response, and provide further information on: public communications; radiological survey equipment; guidelines for the discharge of patients; radiological protection; chemical decontamination; and the lessons learned.

National Negro Health Week ...

National Negro Health Week ... PDF Author:
Publisher:
ISBN:
Category : African Americans
Languages : en
Pages : 8

Book Description


Diccionario Ingles-Español-Tagalog

Diccionario Ingles-Español-Tagalog PDF Author: Sofronio G. Calderon
Publisher:
ISBN:
Category : English language
Languages : es
Pages : 664

Book Description


Eating Puerto Rico

Eating Puerto Rico PDF Author: Cruz Miguel Ortíz Cuadra
Publisher: UNC Press Books
ISBN: 1469608847
Category : Cooking
Languages : en
Pages : 407

Book Description
Available for the first time in English, Cruz Miguel Ortiz Cuadra's magisterial history of the foods and eating habits of Puerto Rico unfolds into an examination of Puerto Rican society from the Spanish conquest to the present. Each chapter is centered on an iconic Puerto Rican foodstuff, from rice and cornmeal to beans, roots, herbs, fish, and meat. Ortiz shows how their production and consumption connects with race, ethnicity, gender, social class, and cultural appropriation in Puerto Rico. Using a multidisciplinary approach and a sweeping array of sources, Ortiz asks whether Puerto Ricans really still are what they ate. Whether judging by a host of social and economic factors--or by the foods once eaten that have now disappeared--Ortiz concludes that the nature of daily life in Puerto Rico has experienced a sea change.

A Frequency Dictionary of Spanish

A Frequency Dictionary of Spanish PDF Author: Mark Davies
Publisher: Routledge
ISBN: 1134874537
Category : Foreign Language Study
Languages : en
Pages : 1457

Book Description
A Frequency Dictionary of Spanish has been fully revised and updated, including over 500 new entries, making it an invaluable resource for students of Spanish. Based on a new web-based corpus containing more than 2 billion words collected from 21 Spanish-speaking countries, the second edition of A Frequency Dictionary of Spanish provides the most expansive and up-to-date guidelines on Spanish vocabulary. Each entry is accompanied with an illustrative example and full English translation. The Dictionary provides a rich resource for language teaching and curriculum design, while a separate CD version provides the full text in a tab-delimited format ideally suited for use by corpus and computational linguistics. With entries arranged both by frequency and alphabetically, A Frequency Dictionary of Spanish enables students of all levels to get the most out of their study of vocabulary in an engaging and efficient way.

The Latina Guide to Health

The Latina Guide to Health PDF Author: Jane L. Delgado, PhD
Publisher: Harper Collins
ISBN: 1557049254
Category : Health & Fitness
Languages : en
Pages : 241

Book Description
Written by Dr. Jane L. Delgado, the nation's leading expert on Hispanic health, The Latina Guide to Health features cutting-edge medical information and advice for all Hispanic women. With a deep understanding of what it means to be a Latina in the U.S. today, Dr. Delgado offers practical advice on the health issues women face, separates myths from facts, and answers questions about what to do. She thoroughly discusses concerns for Latinas, including higher rates of arthritis, cervical cancer, depression, and diabetes, and the greater likelihood of being overweight. She also points to the good news: Latinas have lower rates of heart disease, stroke, and breast cancer, and live longer. The Latina Guide to Health provides advice on: Understanding the medical system Preparing for an annual wellness visit Developing healthy eating habits and an exercise program Keeping good health records Caring for children and other loved ones Nurturing your spirit through healthy relationships and faith Authoritative and accessible, this invaluable guide includes an extensive quick-reference health section, five essential tools to help Latinas keep track of their health, and sidebars, charts, and website resources throughout.

A Cultural History of Spanish Speakers in Japan

A Cultural History of Spanish Speakers in Japan PDF Author: Araceli Tinajero
Publisher: Springer Nature
ISBN: 303064488X
Category : Social Science
Languages : en
Pages : 268

Book Description
Beginning in 1990, thousands of Spanish speakers emigrated to Japan. A Cultural History of Spanish Speakers in Japan focuses on the intellectuals, literature, translations, festivals, cultural associations, music (bolero, tropical music, and pop, including reggaeton), dance (flamenco, tango and salsa), radio, newspapers, magazines, libraries, and blogs produced in Spanish, in Japan, by Latin Americans and Spaniards who have lived in that country over the last three decades. Based on in-depth research in archives throughout the country as well as field work including several interviews, Japanese-speaking Mexican scholar Araceli Tinajero uncovers a transnational, contemporary cultural history that is not only important for today but for future generations.

Global Archaeological Theory

Global Archaeological Theory PDF Author: Pedro Paulo Funari
Publisher: Springer Science & Business Media
ISBN: 0306486520
Category : Social Science
Languages : en
Pages : 379

Book Description
Archaeological theory has gone through a great upheaval in the last 50 years – from the processual theory, which wanted to make archaeology more "scientific" to post-processual theory, which understands that interpreting human behavior (even of past cultures) is a subjective study. This subjective approach incorporates a plurality of readings, thereby implying that different interpretations are always possible, allowing us to modify and change our ideas under the light of new information and/or interpretive frameworks. In this way, interpretations form a continuous flow of transformation and change, and thus archaeologists do not uncover a real past but rather construct a historical past or a narrative of the past. Post-processual theory also incorporates a conscious and explicit political interest on the past of the scholar and the subject. This includes fields and topics such as gender issues, ethnicity, class, landscapes, and consumption. This reflects a conscious attempt to also decentralize the discipline, from an imperialist point of view to an empowering one. Method and theory also means being politically aware and engaged to incorporate diverse critical approaches to improve understanding of the past and the present. This book focuses on the fundamental theoretical issues found in the discipline and thus both engages and represents the very rich plurality of the post-processual approach to archaeology. The book is divided into four sections: Issues in Archaeological Theory, Archaeological Theory and Method in Action, Space and Power in Material Culture, and Images as Material Discourse.

Teaching Tech Together

Teaching Tech Together PDF Author: Greg Wilson
Publisher: CRC Press
ISBN: 1000728153
Category : Computers
Languages : en
Pages : 229

Book Description
Hundreds of grassroots groups have sprung up around the world to teach programming, web design, robotics, and other skills outside traditional classrooms. These groups exist so that people don't have to learn these things on their own, but ironically, their founders and instructors are often teaching themselves how to teach. There's a better way. This book presents evidence-based practices that will help you create and deliver lessons that work and build a teaching community around them. Topics include the differences between different kinds of learners, diagnosing and correcting misunderstandings, teaching as a performance art, what motivates and demotivates adult learners, how to be a good ally, fostering a healthy community, getting the word out, and building alliances with like-minded groups. The book includes over a hundred exercises that can be done individually or in groups, over 350 references, and a glossary to help you navigate educational jargon.