Books > Computing & IT > Applications of computing > Artificial intelligence > Natural language & machine translation
|
Buy Now
Neural Network Methods for Natural Language Processing (Paperback)
Loot Price: R1,968
Discovery Miles 19 680
|
|
Neural Network Methods for Natural Language Processing (Paperback)
Series: Synthesis Lectures on Human Language Technologies
Expected to ship within 10 - 15 working days
|
Neural networks are a family of powerful machine learning models.
This book focuses on the application of neural network models to
natural language data. The first half of the book (Parts I and II)
covers the basics of supervised machine learning and feed-forward
neural networks, the basics of working with machine learning over
language data, and the use of vector-based rather than symbolic
representations for words. It also covers the computation-graph
abstraction, which allows to easily define and train arbitrary
neural networks, and is the basis behind the design of contemporary
neural network software libraries. The second part of the book
(Parts III and IV) introduces more specialized neural network
architectures, including 1D convolutional neural networks,
recurrent neural networks, conditioned-generation models, and
attention-based models. These architectures and techniques are the
driving force behind state-of-the-art algorithms for machine
translation, syntactic parsing, and many other applications.
Finally, we also discuss tree-shaped networks, structured
prediction, and the prospects of multi-task learning.
General
Is the information for this product incomplete, wrong or inappropriate?
Let us know about it.
Does this product have an incorrect or missing image?
Send us a new image.
Is this product missing categories?
Add more categories.
Review This Product
No reviews yet - be the first to create one!
|
|
Email address subscribed successfully.
A activation email has been sent to you.
Please click the link in that email to activate your subscription.