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Data Science: Mindset, Methodologies & Misconceptions

Autor Dr Zacharias Voulgaris Ph.D.
en Limba Engleză Paperback – 14 aug 2017
Master the concepts and strategies underlying success and progress in data science. From the author of the bestsellers, Data Scientist and Julia for Data Science, this book covers four foundational areas of data science. The first area is the data science pipeline including methodologies and the data scientists toolbox. The second are essential practices needed in understanding the data including questions and hypotheses. The third are pitfalls to avoid in the data science process. The fourth is an awareness of future trends and how modern technologies like Artificial Intelligence (AI) fit into the data science framework. Targeted towards data science learners of all levels, this book aims to help the reader go beyond data science techniques and obtain a more holistic and deeper understanding of what data science entails. With a focus on the problems data science tries to solve, this book challenges the reader to become a self-sufficient player in the field.
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Specificații

ISBN-13: 9781634622561
ISBN-10: 1634622561
Pagini: 300
Dimensiuni: 190 x 235 x 15 mm
Greutate: 0.36 kg
Editura: Technics Publications Llc (US)
Colecția Technics Publications LLC (US)

Cuprins

What is Data Science?; The Data Science Pipeline; Data Science Methodologies; The Data Scientists Toolbox; Questions to Ask & the Hypotheses They Are Based On; Data Science Experiments & Evaluation of Their Results; Sensitivity Analysis of Experiment Conclusions; Programming Bugs; Mistakes Through the Data Science Process; Dealing with Bugs & Mistakes Effectively & Efficiently; The Role of Heuristics in Data Science; The Role of AI in Data Science; Data Science Ethics; Future Trends & How to Remain Relevant.