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Data science from scratch

This is a first-principles-based, practical introduction to the fundamentals of data science aimed at the mathematically-comfortable reader with some programming skills. The book covers: * The important parts of Python to know * The important parts of Math / Probability / Statistics to know * The b...

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Detalles Bibliográficos
Autor principal: Grus, Joel
Lenguaje:eng
Publicado: O'Reilly Media 2015
Materias:
Acceso en línea:http://cds.cern.ch/record/2021957
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author Grus, Joel
author_facet Grus, Joel
author_sort Grus, Joel
collection CERN
description This is a first-principles-based, practical introduction to the fundamentals of data science aimed at the mathematically-comfortable reader with some programming skills. The book covers: * The important parts of Python to know * The important parts of Math / Probability / Statistics to know * The basics of data science * How commonly-used data science techniques work (learning by implementing them) * What is Map-Reduce and how to do it in Python * Other applications such as NLP, Network Analysis, and more
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institution Organización Europea para la Investigación Nuclear
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publishDate 2015
publisher O'Reilly Media
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spelling cern-20219572021-04-21T20:15:41Zhttp://cds.cern.ch/record/2021957engGrus, JoelData science from scratchComputing and ComputersThis is a first-principles-based, practical introduction to the fundamentals of data science aimed at the mathematically-comfortable reader with some programming skills. The book covers: * The important parts of Python to know * The important parts of Math / Probability / Statistics to know * The basics of data science * How commonly-used data science techniques work (learning by implementing them) * What is Map-Reduce and how to do it in Python * Other applications such as NLP, Network Analysis, and moreO'Reilly Mediaoai:cds.cern.ch:20219572015
spellingShingle Computing and Computers
Grus, Joel
Data science from scratch
title Data science from scratch
title_full Data science from scratch
title_fullStr Data science from scratch
title_full_unstemmed Data science from scratch
title_short Data science from scratch
title_sort data science from scratch
topic Computing and Computers
url http://cds.cern.ch/record/2021957
work_keys_str_mv AT grusjoel datasciencefromscratch