Principles of Data Science
A beginner's guide to essential math and coding skills for data fluency and machine learning
Principles 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.
J-Novel Club is a digital publishing company started by translators and fans like you! Our mission is to translate and release the coolest, funnest, and newest light novels from Japan to the world. By focusing on digital releases, and providing a membership service to let people read the books as soon as they are translated, our goal is to build a community of light novel readers and to grow the market, so that more and more releases can be officially licensed and translated. We won't just publish the big hit light novels that get anime adaptations, but also newer titles or books from small publishers and web novels... as long as it's a blast to read, we'll bring it to you! So pull out your tablet or ereader, sit down in a comfy chair, and join the club! weniger anzeigen expand_less
Versandkostenfreie Lieferung! (eBook-Download)
Als Sofort-Download verfügbar
- Artikel-Nr.: SW9781837636006450914
- Artikelnummer SW9781837636006450914
-
Autor
Sinan Ozdemir
- Verlag Packt Publishing
- Seitenzahl 326
- Veröffentlichung 31.01.2024
- ISBN 9781837636006
- Verlag Packt Publishing