Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning
Bengfort, Benjamin; Bilbro, Rebecca; Ojeda, Tony
Language: English
Published by O'Reilly Media, 2018
- Softcover
- Used
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- Title
- Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning
- Author
- Bengfort, Benjamin; Bilbro, Rebecca; Ojeda, Tony
- Publisher
- O'Reilly Media
- Publication year
- 2018
- Condition
- good
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1491963042
- ISBN 13
- 9781491963043
From news and speeches to informal chatter on social media, natural language is one of the richest and most underutilized sources of data. Not only does it come in a constant stream, always changing and adapting in context; it also contains information that is not conveyed by traditional data sources. The key to unlocking natural language is through the creative application of text analytics. This practical book presents a data scientist's approach to building language-aware products with applied machine learning.
You'll learn robust, repeatable, and scalable techniques for text analysis with Python, including contextual and linguistic feature engineering, vectorization, classification, topic modeling, entity resolution, graph analysis, and visual steering. By the end of the book, you'll be equipped with practical methods to solve any number of complex real-world problems.
- Preprocess and vectorize text into high-dimensional feature representations
- Perform document classification and topic modeling
- Steer the model selection process with visual diagnostics
- Extract key phrases, named entities, and graph structures to reason about data in text
- Build a dialog framework to enable chatbots and language-driven interaction
- Use Spark to scale processing power and neural networks to scale model complexity
"Synopsis" may belong to another edition of this title.
About the Author
Dr. Rebecca Bilbro is a data scientist, Python programmer, and author in Washington, DC. She specializes in data visualization for machine learning, from feature analysis to model selection and hyperparameter tuning. She is an active contributor to the open source community and has conducted research on natural language processing, semantic network extraction, entity resolution, and high dimensional information visualization. She earned her doctorate from the University of Illinois, Urbana-Champaign, where her research centered on communication and visualization practices in engineering.
Tony is the founder of District Data Labs and focuses on applied analytics for business strategy. He has published a book on practical data science, and has experience with hands-on education and data science curricula.
"About the title" may belong to another edition of this title.
Goodwill of Silicon Valley
SAN JOSE, CA, U.S.A.
AbeBooks seller since June 28, 2024
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Goodwill of Silicon Valley’s mission is to support our employees, our customers, and people with challenging barriers to employment; to raise their standard of living and improve their lives through our services and social enterprise.
Founded in Santa Clara County, California, USA in 1928, Goodwill of Silicon Valley is dedicated to improving employment opportunities, increasing standards of living, providing economic independence, and restoring our clients’ sense of self-worth. We do this through workforce creation, vocational training, and environmental stewardship. With 18 retail stores, an online store, an extensive reuse/recycling operation, and our Contract Services division, we help people overcome barriers to employment, build sustainable livelihoods, and transform their lives and communities.
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