Download Applied Text Analysis with Python: Enabling PDF Free ePUB

Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning image

Overview

Review

Comments

Download PDF

From the Preface What to Expect from This Book In this book, we focus on applied machine learning for text analysis using the Python libraries just described. The applied nature of the book means that we focus not on the academic nature of linguistics or statistical models, but instead on how to be effective at deploying models trained on text inside of a software application. The model for text analysis we propose is directly related to the machine learning workflowa search process to find a model composed of features, an algorithm, and hyperparameters that best operates on training data to produce estimations on unknown data. This workflow starts with the construction and management of a training dataset, called a corpus in text analysis. We will then explore feature extraction and preprocessing methodologies to compose text as numeric data that machine learning can understand. With some basic features in hand, we explore techniques for classification and clustering on text, concluding the first few chapters of the book. The latter chapters focus on extending models with richer features to create text-aware applications. We begin by exploring how context can be embedded as features, then move on to a visual interpretation of text to steering the model selection process. Next, we examine how to analyze complex relationships extracted from text using graph analysis techniques. We then change focus to explore conversational agents and deepen our understanding of syntactic and semantic analysis of text. We conclude the book with a practical discussion of scaling text analysis with multiprocessing and Spark, and finally, we explore the next phase of text analytics: deep learning. Read more Who This Book Is For This book is for Python programmers who are interested in applying natural language processing and machine learning to their software development toolkit. We dont assume any special academic background or mathematical knowledge from our readers, and instead focus on tools and techniques rather than lengthy explanations. We do primarily analyze the English language in this book, so basic grammatical knowledge such as how nouns, verbs, adverbs, and adjectives are related to each other is helpful. Readers who are completely new to machine learning and linguistics but have a solid understanding of Python programming will not feel overwhelmed by the concepts we present. Read more

Details e-book Applied Text Analysis with Python

🗸 Author(s): Benjamin Bengfort,Tony Ojeda
🗸 Title: Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning
🗸 Rating : 4.4 from 5 stars (76 reviews)
🗸 Languange: English
🗸 Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
🗸 Supported Devices: Android, iOS, PC and Amazon Kindle

Readers' opinions about Applied Text Analysis with Python by Benjamin Bengfort

Landon Pollard
Dive into a world of magic and mystery with this enchanting fantasy novel, where mythical creatures and ancient prophecies collide in an epic battle for survival. As darkness descends upon the land, a young hero must rise to fulfill his destiny and save the kingdom from destruction. With its richly imagined world and compelling characters, this book is sure to transport readers to a realm of wonder and adventure.

Emeri Carr
Explore the depths of human emotion with this powerful collection of poetry, where words dance off the page and into the heart. From love and longing to despair and redemption, each poem offers a glimpse into the human experience in all its complexity. With its evocative imagery and lyrical prose, this book is a testament to the enduring power of poetry to move and inspire.

Rebecca Adams
This captivating science fiction novel transports readers to a distant future where humanity has colonized the stars and forged new alliances among the cosmos. Against the backdrop of interstellar conflict, the story follows a group of intrepid explorers as they journey to the far reaches of space in search of a lost civilization. With its gripping plot twists and richly imagined world-building, this book is a thrilling adventure that will leave readers eagerly anticipating the next installment.