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The data science handbook / / Field Cady



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Autore: Cady Field <1984-> Visualizza persona
Titolo: The data science handbook / / Field Cady Visualizza cluster
Pubblicazione: Newark : , : John Wiley & Sons, Incorporated, , [2025]
©2025
Edizione: 2nd edition
Descrizione fisica: 1 online resource (xix, 347 pages) : illustrations (some color)
Disciplina: 005.74
Soggetto topico: Databases
Statistics - Data processing
Big data
Information theory
Bases de dades
Dades massives
Teoria de la informació
Estadística
Processament de dades
Soggetto genere / forma: Llibres electrònics
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: Introduction -- The Data Science Road Map -- Programming Languages -- Data Munging: String Manipulation, Regular Expressions, and Data Cleaning -- Visualizations and Simple Metrics -- AI and Machine Learning Overview -- Interlude: Feature Extraction Ideas -- Machine Learning Classification -- Technical Communication and Documentation -- Unsupervised Learning: Clustering and Dimensionality Reduction -- Regression -- Data Encodings and File Formats -- Big Data -- Databases -- Software Engineering Best Practices -- Traditional Natural Language Processing -- Time Series Analysis -- Probability -- Statistics -- Programming Language Concepts -- Performance and Computer Memory -- Computer Memory and Data Structures -- Maximum Likelihood Estimation and Optimization -- Deep Learning and AI -- Stochastic Modeling -- Parting Words: Your Future as a Data Scientist.
Sommario/riassunto: "The goal of this book is to turn you into a data scientist, and there are two parts to this mission. Firstly there is a set of specific concepts, tools and techniques that you can go out and solve problems with today. They include buzzwords such machine learning, Spark and NLP. They also include concepts that are distinctly less sexy but often more useful, like regular expressions, unit tests and SQL queries. It would be impossible to give an exhaustive list in any single book, but I cast a wide net"--
Titolo autorizzato: The data science handbook  Visualizza cluster
ISBN: 9781394234523
139423452X
9781394234509
1394234503
9781394234516
1394234511
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9911019092103321
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