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Python for Data Science

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Requirements

  • Primary Python information is assumed
  • Some software program growth expertise (together with languages, databases…)

Description

This Python for Data Science course is an introduction to Python and how one can apply it in information science.  The course comprises ~60 lectures and seven.5 hours of content material taught by Praba Santanakrishnan, a extremely skilled information scientist from Microsoft.

Staring with some fundamentals about “what’s information science,” and “who’s an information scientist,” this system quickly transfer into the particular challenges of information science. This consists of the challenges of drawback definitions and gathering information, to information pipelines, information preparation, information cleansing and associated topics.  Data science methodologies, information analytics instruments and open supply instruments are all lined.  Mannequin constructing validation, visualization and varied information science functions are additionally lined. Dialogue of the forms of machine studying are lined, together with supervised and unsupervised machine studying, in addition to methodologies and clustering. NumPy, Pandas, Python Pocket book, Git, REPL, IDS and Jupyter Pocket book are additionally lined.  Arrays, superior arrays, and matrices are mentioned in some element to make sure you perceive what it’s all about and the way these instruments are carried out.

Who this course is for:

  • New Python builders seeking to shortly develop and eager understanding of the facility of Python
  • Early stage customers of Python who want to make use of Python in severe, enterprise stage functions
  • People who’re conversant in information science and want to grasp the optimum makes use of for Python

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