Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
fastText Quick Start Guide: Get started with Facebook's library for text representation and classification

Buy

Perform efficient fast text representation and classification with Facebook's fastText library

Key Features

  • Introduction to Facebook's fastText library for NLP
  • Perform efficient word representations, sentence classification, vector representation
  • Build better, more scalable solutions for text representation and classification

Book Description

Facebook's fastText library handles text representation and classification, used for Natural Language Processing (NLP). Most organizations have to deal with enormous amounts of text data on a daily basis, and gaining efficient data insights requires powerful NLP tools such as fastText.

This book is your ideal introduction to fastText. You will learn how to create fastText models from the command line, without the need for complicated code. You will explore the algorithms that fastText is built on and how to use them for word representation and text classification.

Next, you will use fastText in conjunction with other popular libraries and frameworks such as Keras, TensorFlow, and PyTorch.

Finally, you will deploy fastText models to mobile devices. By the end of this book, you will have all the required knowledge to use fastText in your own applications at work or in projects.

What you will learn

  • Create models using the default command line options in fastText
  • Understand the algorithms used in fastText to create word vectors
  • Combine command line text transformation capabilities and the fastText library to implement a training, validation, and prediction pipeline
  • Explore word representation and sentence classification using fastText
  • Use Gensim and spaCy to load the vectors, transform, lemmatize, and perform other NLP tasks efficiently
  • Develop a fastText NLP classifier using popular frameworks, such as Keras, Tensorflow, and PyTorch

Who this book is for

This book is for data analysts, data scientists, and machine learning developers who want to perform efficient word representation and sentence classification using Facebook's fastText library. Basic knowledge of Python programming is required.

Table of Contents

  1. Introducing FastText
  2. Creating Models Using FastText Command Line
  3. Word Representations in FastText
  4. Sentence Classification in FastText
  5. FastText in Python
  6. Machine Learning and Deep Learning Models
  7. Deploying Models to Web and Mobile
(HTML tags aren't allowed.)

Effective IT Service Management: To ITIL and Beyond!
Effective IT Service Management: To ITIL and Beyond!
IT service management (ITSM) is the group of processes and functions that oil the wheels of the IT machine. Without ITSM, every IT project and system would deteriorate over time until failure. ITIL is the recognized best-practice standard for ITSM, and has been around since the late 1980s, with ITIL version 3 published just recently. However, many...
Java 2 Micro Edition
Java 2 Micro Edition
Java 2 Micro Edition (J2ME) is a technology defined by many specifications. These specifications help J2ME address the diverse needs of this wide spectrum of consumer products. This guide describes the architecture of J2ME and demonstrates the various specifications for programming Java applications. Through the use of a tutorial application...
TCP/IP: architecture, protocols, and implementation with IPv6 and IP security
TCP/IP: architecture, protocols, and implementation with IPv6 and IP security
TCP/IP by Sidnie Feit has sold over 20,000 copies in its previous two editions. We want to capitalize on their success with an updated paperback edition called "The Signature Edition." The Signature Series is reserved for our top selling communications authors that have established themselves as the authorities in computer communications....

Deploying .NET Applications: Learning MSBuild and ClickOnce (Expert's Voice in .Net)
Deploying .NET Applications: Learning MSBuild and ClickOnce (Expert's Voice in .Net)

Whether building a console application, a web service, or a smart client, you eventually need to distribute your finished work. Deploying .NET Applications is a complete guide to delivering applications built with .NET. Packed with hands-on guidance, practical examples, and war stories from the authors' many experiences with deployment...

Text Entry Systems: Mobility, Accessibility, Universality (Morgan Kaufmann Series in Interactive Technologies)
Text Entry Systems: Mobility, Accessibility, Universality (Morgan Kaufmann Series in Interactive Technologies)
Text entry has never been so important as it is today. This is in large part due to the phenomenal, relatively recent success of mobile computing, text messaging on mobile phones, and the proliferation of small devices like the Blackberry and Palm Pilot. Compared with the recent past, when text entry was primarily through the standard qwerty...
Snake Robots: Modelling, Mechatronics, and Control (Advances in Industrial Control)
Snake Robots: Modelling, Mechatronics, and Control (Advances in Industrial Control)

Snake Robots is a novel treatment of theoretical and practical topics related to snake robots: robotic mechanisms designed to move like biological snakes and able to operate in challenging environments in which human presence is either undesirable or impossible. Future applications of such robots include search and rescue, inspection and...

©2019 LearnIT (support@pdfchm.net) - Privacy Policy