Guide for Data Science

I wanted to study Data Science but I am unware from where to start. Like what are the basic things we should know before starting it. Please anyone guide me, from where should I start and please provide study materials required for basic level.

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  1. CS109 Data ScienceClass Material 9
  2. Data Science Essentialshttps://www.edx.org/course/data-science-essentials 1
  3. Learning From Data from California Institute of Technologyhttp://work.caltech.edu/telecourse 4
  4. Mathematics for Machine Learning by University of California, Berkeleyhttps://gwthomas.github.io/docs/math4ml.pdf?fbclid=IwAR2UsBgZW9MRgS3nEo8Zh_ukUFnwtFeQS8Ek3OjGxZtDa7UxTYgIs_9pzSI 2
  5. Foundations of Data Science by Avrim Blum, John Hopcroft, and Ravindran Kannanhttps://www.cs.cornell.edu/jeh/book.pdf?fbclid=IwAR19tDrnNh8OxAU1S-tPklL1mqj-51J1EJUHmcHIu2y6yEv5ugrWmySI2WY
  6. Python Data Science HandbookPython Data Science Handbook | Python Data Science Handbook 5
  7. CS 221 ― Artificial IntelligenceTeaching - CS 221 1
  8. Ten Lectures and Forty-Two Open Problems in the Mathematics of Data Sciencehttps://ocw.mit.edu/courses/mathematics/18-s096-topics-in-mathematics-of-data-science-fall-2015/lecture-notes/MIT18_S096F15_TenLec.pdf
  9. Python for Data Analysis by Boston Universityhttps://www.bu.edu/tech/files/2017/09/Python-for-Data-Analysis.pptx 3
  10. Data Mining bu University of BuffaloData Mining (CSE626) 3
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take a look at google’s data analytics certificate on coursera , it is a good start

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Thank You so much for providing valuable resources .

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Thanks man, Great work