Learn data science from scratch : (Record no. 23736)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02850nam a22002057a 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9789355517036 |
| 041 ## - LANGUAGE CODE | |
| Language code of text/sound track or separate title | English |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 005.3 |
| Item number | PAD |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Author name | Padman Pratheerth |
| 245 ## - TITLE STATEMENT | |
| Title | Learn data science from scratch : |
| Sub Title | mastering ML and NLP with python in a step-by-step approach / |
| Statement of responsibility, etc | Pratheerth Padman. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st ed. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | New Delhi : |
| Name of publisher | BPB Publications, |
| Year of publication | 2024. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xxix, 385 pages : |
| Other physical details | illustrations ; |
| Dimensions | 24 cm. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes Index. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | 1. Unraveling the Data Science Universe: An Introduction<br/>2. Essential Python Libraries and Tools for Data Science<br/>3. Statistics and Probability Essentials for Data Science<br/>4. Data Mining Expedition: Web Scraping and Data Collection Techniques<br/>5. Painting with Data: Exploration and Visualization<br/>6. Data Alchemy: Cleaning and Preprocessing Raw Data<br/>7. Machine Learning Magic: An Introduction to Predictive Modeling<br/>8. Exploring Regression: Linear, Logistic, and Advanced Methods<br/>9. Unveiling Patterns with k-Nearest Neighbors and Naïve Bayes<br/>10. Exploring Tree-Based Models: Decision Trees to Gradient Boosting<br/>11. Support Vector Machines: Simplifying Complexity<br/>12. Dimensionality Reduction: From PCA to Advanced Methods<br/>13. Unlocking Unsupervised Learning<br/>14. The Essence of Neural Networks and Deep Learning<br/>15. Word Play: Text Analytics and Natural Language Processing<br/>16. Crafting Recommender Systems<br/>17. Data Storage Mastery: Databases and Efficient Data Management<br/>18. Data Science in Action: A Comprehensive End-to-end Project |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Summary:Learn Data Science from Scratch equips you with the essential tools and techniques, from Python libraries to machine learning algorithms, to tackle real-world problems and make informed decisions. This book provides a thorough exploration of essential data science concepts, tools, and techniques. Starting with the fundamentals of data science, you will progress through data collection, web scraping, data exploration and visualization, and data cleaning and pre-processing. You will build the required foundation in statistics and probability before diving into machine learning algorithms, deep learning, natural language processing, recommender systems, and data storage systems. With hands-on examples and practical advice, each chapter offers valuable insights and key takeaways, empowering you to master the art of data-driven decision making. By the end of this book, you will be well-equipped with the essential skills and knowledge to navigate the exciting world of data science. You will be able to collect, analyze, and interpret data, build and evaluate machine learning models, and effectively communicate your findings, making you a valuable asset in any data-driven environment |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Subject | Logical Development |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Subject | Machine Learning |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Books |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Bill Date | Full call number | Accession Number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Institute of Public Enterprise, Library | Institute of Public Enterprise, Library | S Campus | 03/18/2025 | Feel Books Pvt. Ltd. | 899.00 | 11-03-2025 | 005.3 PAD | 49468 | 03/18/2025 | Books | ||||
| Dewey Decimal Classification | Institute of Public Enterprise, Library | Institute of Public Enterprise, Library | S Campus | 03/18/2025 | Feel Books Pvt. Ltd. | 899.00 | 11-03-2025 | 005.3 PAD | 49469 | 03/18/2025 | Books | ||||
| Dewey Decimal Classification | Institute of Public Enterprise, Library | Institute of Public Enterprise, Library | S Campus | 03/18/2025 | Feel Books Pvt. Ltd. | 899.00 | 11-03-2025 | 005.3 PAD | 49470 | 03/18/2025 | Books | ||||
| Dewey Decimal Classification | Institute of Public Enterprise, Library | Institute of Public Enterprise, Library | S Campus | 03/18/2025 | Feel Books Pvt. Ltd. | 899.00 | 11-03-2025 | 005.3 PAD | 49471 | 03/18/2025 | Books | ||||
| Dewey Decimal Classification | Institute of Public Enterprise, Library | Institute of Public Enterprise, Library | S Campus | 03/18/2025 | Feel Books Pvt. Ltd. | 899.00 | 11-03-2025 | 005.3 PAD | 49472 | 03/18/2025 | Books |
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