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The data science handbook / Field Cady.
- Format:
- Book
- Author/Creator:
- Cady, Field, 1984- author.
- Language:
- English
- Subjects (All):
- Databases--Handbooks, manuals, etc.
- Databases.
- Statistics--Data processing--Handbooks, manuals, etc.
- Statistics.
- Big data--Handbooks, manuals, etc.
- Big data.
- Information theory--Handbooks, manuals, etc.
- Information theory.
- Physical Description:
- 1 online resource (xix, 347 pages) : illustrations (some color)
- Edition:
- Second edition.
- Place of Publication:
- Hoboken, New Jersey : John Wiley & Sons, [2025]
- Contents:
- 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.
- Notes:
- Includes bibliographical references and index.
- Electronic reproduction. Hoboken, N.J. Available via World Wide Web.
- Description based on online resource; title from digital title page (viewed on November 13, 2024).
- Other Format:
- Print version: Cady, Field, 1984- Data science handbook
- ISBN:
- 9781394234523
- 139423452X
- 9781394234509
- 1394234503
- 9781394234516
- 1394234511
- Publisher Number:
- 90101664389
- Access Restriction:
- Restricted for use by site license.
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