Data science from scratch : (Record no. 49189)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 05763cam a2200685Ii 4500 |
| 001 - CONTROL NUMBER | |
| control field | on1097183567 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20201209145714.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
| fixed length control field | m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr cnu|unuuu|| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 190415s2019 caua ob 001 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781492041108 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 1492041106 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781492041085 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 1492041084 |
| Qualifying information | (electronic bk.) |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9781492041139 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 1492041130 |
| Qualifying information | (pbk.) |
| 029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC) | |
| OCLC library identifier | AU@ |
| System control number | 000065065682 |
| 029 1# - OTHER SYSTEM CONTROL NUMBER (OCLC) | |
| OCLC library identifier | AU@ |
| System control number | 000066231458 |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | (OCoLC)1097183567 |
| Canceled/invalid control number | (OCoLC)1097253446 |
| -- | (OCoLC)1099281079 |
| -- | (OCoLC)1104506848 |
| 037 ## - SOURCE OF ACQUISITION | |
| Stock number | B07825FF-C9F6-4776-80BF-7A0083EEEA38 |
| Source of stock number/acquisition | OverDrive, Inc. |
| Note | http://www.overdrive.com |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | N$T |
| Language of cataloging | eng |
| Description conventions | rda |
| -- | pn |
| Transcribing agency | N$T |
| Modifying agency | N$T |
| -- | EBLCP |
| -- | TEFOD |
| -- | UKAHL |
| -- | UMI |
| -- | OCLCF |
| -- | YDX |
| -- | OCLCQ |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | COM |
| Subject category code subdivision | 051360 |
| Source | bisacsh |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.312 |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Grus, Joel |
| Titles and words associated with a name | (Software engineer), |
| 245 10 - TITLE STATEMENT | |
| Title | Data science from scratch : |
| Remainder of title | first principles with Python / |
| Statement of responsibility, etc. | Joel Grus. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | Second edition. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | Sebastopol, CA : |
| Name of producer, publisher, distributor, manufacturer | O'Reilly Media, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2019. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource |
| 336 ## - CONTENT TYPE | |
| Content type code | txt |
| 337 ## - MEDIA TYPE | |
| Media type code | c |
| 338 ## - CARRIER TYPE | |
| Carrier type code | cr |
| 500 ## - GENERAL NOTE | |
| General note | Includes index. |
| 500 ## - GENERAL NOTE | |
| General note | IT Carlow ebook |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Includes bibliographical references and index. |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Cover; Copyright; Table of Contents; Preface to the Second Edition; Conventions Used in This Book; Using Code Examples; O'Reilly Online Learning; How to Contact Us; Acknowledgments; Preface to the First Edition; Data Science; From Scratch; Chapter 1. Introduction; The Ascendance of Data; What Is Data Science?; Motivating Hypothetical: DataSciencester; Finding Key Connectors; Data Scientists You May Know; Salaries and Experience; Paid Accounts; Topics of Interest; Onward; Chapter 2. A Crash Course in Python; The Zen of Python; Getting Python; Virtual Environments; Whitespace Formatting |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | ModulesFunctions; Strings; Exceptions; Lists; Tuples; Dictionaries; defaultdict; Counters; Sets; Control Flow; Truthiness; Sorting; List Comprehensions; Automated Testing and assert; Object-Oriented Programming; Iterables and Generators; Randomness; Regular Expressions; Functional Programming; zip and Argument Unpacking; args and kwargs; Type Annotations; How to Write Type Annotations; Welcome to DataSciencester!; For Further Exploration; Chapter 3. Visualizing Data; matplotlib; Bar Charts; Line Charts; Scatterplots; For Further Exploration; Chapter 4. Linear Algebra; Vectors; Matrices |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | For Further ExplorationChapter 5. Statistics; Describing a Single Set of Data; Central Tendencies; Dispersion; Correlation; Simpson's Paradox; Some Other Correlational Caveats; Correlation and Causation; For Further Exploration; Chapter 6. Probability; Dependence and Independence; Conditional Probability; Bayes's Theorem; Random Variables; Continuous Distributions; The Normal Distribution; The Central Limit Theorem; For Further Exploration; Chapter 7. Hypothesis and Inference; Statistical Hypothesis Testing; Example: Flipping a Coin; p-Values; Confidence Intervals; p-Hacking |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Example: Running an A/B TestBayesian Inference; For Further Exploration; Chapter 8. Gradient Descent; The Idea Behind Gradient Descent; Estimating the Gradient; Using the Gradient; Choosing the Right Step Size; Using Gradient Descent to Fit Models; Minibatch and Stochastic Gradient Descent; For Further Exploration; Chapter 9. Getting Data; stdin and stdout; Reading Files; The Basics of Text Files; Delimited Files; Scraping the Web; HTML and the Parsing Thereof; Example: Keeping Tabs on Congress; Using APIs; JSON and XML; Using an Unauthenticated API; Finding APIs |
| 505 8# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Example: Using the Twitter APIsGetting Credentials; For Further Exploration; Chapter 10. Working with Data; Exploring Your Data; Exploring One-Dimensional Data; Two Dimensions; Many Dimensions; Using NamedTuples; Dataclasses; Cleaning and Munging; Manipulating Data; Rescaling; An Aside: tqdm; Dimensionality Reduction; For Further Exploration; Chapter 11. Machine Learning; Modeling; What Is Machine Learning?; Overfitting and Underfitting; Correctness; The Bias-Variance Tradeoff; Feature Extraction and Selection; For Further Exploration; Chapter 12. k-Nearest Neighbors; The Model |
| 588 0# - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | Online resource; title from PDF title page (EBSCO, April 16, 2019). |
| 588 0# - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | Vendor-supplied metadata. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Python (Computer program language) |
| 9 (RLIN) | 9699 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Database management. |
| 9 (RLIN) | 2771 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data structures (Computer science) |
| 9 (RLIN) | 2776 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data mining. |
| 9 (RLIN) | 9748 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data mining |
| General subdivision | Mathematics. |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | COMPUTERS |
| General subdivision | Programming Languages |
| -- | Python. |
| Source of heading or term | bisacsh |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data mining. |
| Source of heading or term | fast |
| Authority record control number or standard number | (OCoLC)fst00887946 |
| 9 (RLIN) | 9748 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data structures (Computer science) |
| Source of heading or term | fast |
| Authority record control number or standard number | (OCoLC)fst00887978 |
| 9 (RLIN) | 2776 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Database management. |
| Source of heading or term | fast |
| Authority record control number or standard number | (OCoLC)fst00888037 |
| 9 (RLIN) | 2771 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Python (Computer program language) |
| Source of heading or term | fast |
| Authority record control number or standard number | (OCoLC)fst01084736 |
| 9 (RLIN) | 9699 |
| 655 #4 - INDEX TERM--GENRE/FORM | |
| Genre/form data or focus term | Electronic books. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Print version: |
| Main entry heading | Grus, Joel (Software engineer). |
| Title | Data science from scratch. |
| Edition | Second edition. |
| Place, publisher, and date of publication | Sebastopol, CA : O'Reilly Media, 2019 |
| International Standard Book Number | 9781492041139 |
| -- | 1492041130 |
| Record control number | (OCoLC)1060198620 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="https://ebookcentral.proquest.com/lib/itcarlow/detail.action?docID=5750897">https://ebookcentral.proquest.com/lib/itcarlow/detail.action?docID=5750897</a> |
| Link text | Connect to Ebook Central resource. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Send a message to library staff if access to this online resource is unavailable |
| Uniform Resource Identifier | <a href="mailto:libdesk@itcarlow.ie?subject=Resource%20unavailable">mailto:libdesk@itcarlow.ie?subject=Resource%20unavailable</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Computer Disk |
| 948 ## - LOCAL PROCESSING INFORMATION (OCLC); SERIES PART DESIGNATOR (RLIN) | |
| h (OCLC) | NO HOLDINGS IN TIZ - 152 OTHER HOLDINGS |
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