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Voice assistants, automated customer service agents, and other
cutting-edge human-to-computer interactions rely on accurately
interpreting language as it is written and spoken. Real-world
Natural Language Processing teaches you how to create practical NLP
applications without getting bogged down in complex language theory
and the mathematics of deep learning. In this engaging book, you'll
explore the core tools and techniques required to build a huge
range of powerful NLP apps. about the technologyNatural language
processing is the part of AI dedicated to understanding and
generating human text and speech. NLP covers a wide range of
algorithms and tasks, from classic functions such as spell
checkers, machine translation, and search engines to emerging
innovations like chatbots, voice assistants, and automatic text
summarization. Wherever there is text, NLP can be useful for
extracting meaning and bridging the gap between humans and
machines. about the book Real-world Natural Language Processing
teaches you how to create practical NLP applications using Python
and open source NLP libraries such as AllenNLP and Fairseq. In this
practical guide, you'll begin by creating a complete sentiment
analyzer, then dive deep into each component to unlock the building
blocks you'll use in all different kinds of NLP programs. By the
time you're done, you'll have the skills to create named entity
taggers, machine translation systems, spelling correctors, and
language generation systems. what's inside Design, develop, and
deploy basic NLP applications NLP libraries such as AllenNLP and
Fairseq Advanced NLP concepts such as attention and transfer
learning about the readerAimed at intermediate Python programmers.
No mathematical or machine learning knowledge required. about the
author Masato Hagiwara received his computer science PhD from
Nagoya University in 2009, focusing on Natural Language Processing
and machine learning. He has interned at Google and Microsoft
Research, and worked at Baidu Japan, Duolingo, and Rakuten
Institute of Technology. He now runs his own consultancy business
advising clients, including startups and research institutions.
Cholesterol is essential for normal cellular function. It is found
in all cells of the body and is a major constituent of cell
membranes. In addition, certain specialized tissues use cholesterol
as the basic substrate for the synthesis of more complicated
sterols such as bile acids and the steroid hormones. Like most
lipids cholesterol has a very low solubility in water. Therefore,
in order for these molecules to be transported be tween different
organs of the body a series of lipid carriers known as lipoproteins
has evolved. Over the last several years epidemiological evidence
has accumulated suggest ing a strong relationship between the risk
of atherosclerosis and high plasma concen trations of one of these
lipoproteins, low density lipoprotein (LDL) 1). Thus, in popula
tions with high plasma concentrations of LDL-cholesterol a
correspondingly high incidence of vascular disease is seen. Since
it has been demonstrated that reducing the steady-state plasma
LDL-cholesterol concentration produces a proportional decrease in
the risk of developing atherosclerosis 2), a major effort is now
underway to develop safe and effective lipid lowering agents. In
the past, these efforts have been hampered by a lack of knowledge
concerning the physiological regulation of the plasma
LDL-cholesterol concentration. However, recently there have been
several major advances in these areas and it is now possible to
precisely determine those factors that have the greatest effect on
either increasing or decreasing the plasma LDL-cholesterol
concentration."
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