02362nam a22002537a 450000500170000000800410001702000180005802800980007608200140017410000200018824500490020826000360025730000240029336500090031752013840032665000210171065000170173165000210174870000190176994200090178899900170179795201470181495201470196120251023145526.0251023b        |||||||| |||| 00| 0 eng d  a9781837636303  aTechnical Bureau Indiab4794/23, 1st Floor, Eye 7, Ansari Road, New delhicTB1969d15/10/2025  a005.7 OZD  aOzdemir, Sinan.  aPrinciples of Data Sciencec/ Sinan Ozdemir.  aBirminghamb : Packet c, 2016.  axix, 305p.c: 24cm.  b2100  aPrinciples of Data Science bridges mathematics, programming, and business analysis, empowering you to confidently pose and address complex data questions and construct effective machine learning pipelines. This book will equip you with the tools to transform abstract concepts and raw statistics into actionable insights.

Starting with cleaning and preparation, you'll explore effective data mining strategies and techniques before moving on to building a holistic picture of how every piece of the data science puzzle fits together. Throughout the book, you'll discover statistical models with which you can control and navigate even the densest or the sparsest of datasets and learn how to create powerful visualizations that communicate the stories hidden in your data.

With a focus on application, this edition covers advanced transfer learning and pre-trained models for NLP and vision tasks. You'll get to grips with advanced techniques for mitigating algorithmic bias in data as well as models and addressing model and data drift. Finally, you'll explore medium-level data governance, including data provenance, privacy, and deletion request handling.

By the end of this data science book, you'll have learned the fundamentals of computational mathematics and statistics, all while navigating the intricacies of modern ML and large pre-trained models like GPT and BERT.  aComputer Science  aData Fluency  aMachine Learning  aSinan Ozdemir.  cBOOK  c66524d66524  00102ddc4070aSNULbSNULd2025-10-23eTechnical Bureau India Pvt. Ltd.g2100.00l0o005.7 OZDp31150r2025-10-23 14:55:44w2025-10-23yBOOK  00102ddc4070aSNULbSNULd2025-10-23eTechnical Bureau India Pvt. Ltd.g2100.00l0o005.7 OZDp31151r2025-10-23 14:56:05w2025-10-23yBOOK