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Develop Intelligent iOS Apps with Swift - Understand Texts, Classify Sentiments, and Autodetect Answers in Text Using NLP (Paperback, 1st ed.)
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Develop Intelligent iOS Apps with Swift - Understand Texts, Classify Sentiments, and Autodetect Answers in Text Using NLP (Paperback, 1st ed.)
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Build smart apps capable of analyzing language and performing
language-specific tasks, such as script identification,
tokenization, lemmatization, part-of-speech tagging, and named
entity recognition. This book will get you started in the world of
building literate, language understanding apps. Cutting edge ML
tools from Apple like CreateML, CoreML, and TuriCreate will become
natural parts of your development toolbox as you construct
intelligent, text-based apps. You'll explore a wide range of text
processing topics, including reprocessing text, training custom
machine learning models, converting state-of-the-art NLP models to
CoreML from Keras, evaluating models, and deploying models to your
iOS apps. You'll develop sample apps to learn by doing. These
include apps with functions for detecting spam SMS, extracting text
with OCR, generating sentences with AI, categorizing the sentiment
of text, developing intelligent apps that read text and answers
questions, converting speech to text, detecting parts of speech,
and identifying people, places, and organizations in text. Smart
app development involves mainly teaching apps to learn and
understand input without explicit prompts from their users. These
apps understand what is in images, predict future behavior, and
analyze texts. Thanks to natural language processing, iOS can
auto-fix typos and Siri can understand what you're saying. With
Apple's own easy-to-use tool, Create ML, they've brought accessible
ML capabilities to developers. Develop Intelligent iOS Apps with
Swift will show you how to easily create text classification and
numerous other kinds of models. What You'll Learn Incorporate Apple
tools such as CreateML and CoreML into your Swift toolbox Convert
state-of-the-art NLP models to CoreML from Keras Teach your apps to
predict words while users are typing with smart auto-complete Who
This Book Is For Novice developers and programmers who wish to
implement natural language processing in their iOS applications and
those who want to learn Apple's native ML tools.
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