Statistics for Data Science (Record no. 756820)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02303nam a2200193 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9789360615680 |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | English |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 519.5 |
| Item number | WAL/S |
| 084 ## - OTHER CLASSIFICATION NUMBER | |
| Source of Number | Colon Classification |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Wallace, Ethan |
| 245 ## - TITLE STATEMENT | |
| Title | Statistics for Data Science |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1 |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | New Delhi: |
| Name of publisher | Pinakin Publishing, |
| Year of publication | 2026. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | 278p. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Contents<br/>Preface<br/>1. Introduction to Statistics for Data Science<br/>Understanding Statistics Difference Between Descriptive and Inferential Statistics<br/>Difference Between Structured Data and Unstructured Data<br/>The Benefits of Data- Driven Decision Making<br/>2. Data Collection and Sampling Techniques<br/>Data Collection<br/>Difference Between Primary and Secondary Data<br/>Population vs Sample in Statistics<br/>Sampling<br/>3. Understanding Data Types and Measurement Scales<br/>Nominal, Ordinal, Interval and Ration Scales<br/>Cross Sectional vs Longitudinal Studies<br/>Difference Between Discrete and Continuous Variable<br/>Categorical Variable<br/>Dependent and Independent variable<br/>4. Organizing and Summarizing Data<br/>Frequency Distribution Bar Charts and Histograms<br/>Line and Bar Graphs Application<br/>Contigency Table<br/>Central Tendency<br/>5. Exploratory Data Analysis (EDA)<br/>Exploratory Data Analysis<br/>Introduction to Statistical Data Distributions<br/>Missing Data<br/>Detecting Outliers<br/>6. Probability Concepts in Analytics<br/>Introduction to Probability <br/>Exploring the Different Types of Probabilities<br/>Probabilistics Risk Assessment<br/>Common Misconceptions in Probability<br/>7.Understanding Distributions<br/>Probability Distribution <br/>The Normal Distribution<br/>Skewness and Kurtosis<br/>Negative Binomial Distribution Fitting<br/>Fat- Tailed Distributions in Finance<br/>8. Statistical Inference Basics<br/>Statistical Inference<br/>Concepts of Estimation<br/>Difference Between Point and Interval Estimate<br/>Intervel Estimates<br/>Sampling Distribution Concept<br/>9. Correlation and Association<br/>Understanding Correlation<br/>Positive and Negative Correlations<br/> Correlation and Causation<br/>Scatter Plot<br/>Correlation in Time Series<br/>10. Introduction to Regression Analysis<br/>Understanding Regression Analysis<br/>Simple Linear Regression<br/>Regression Coefficients<br/>Residual Concepts<br/>Bibliography |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Statistics/ Data Science |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Book |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home Library | Current Location | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Full call number | Accession Number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Non-fiction | Dept. of Economics | Dept. of Economics | Processing Center | 23/02/2026 | CHA-103/01/2026 Dtd, 20/01/2026 | 3395.00 | 519.5 WAL/S | ECN16968 | 23/02/2026 | Book |