DDS_101: Foundation of Data Science

টপিক সীমারেখা

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  সাধারণ

  • Announcements ফোরাম
  • Syllabus of the Full Diploma Course ফাইল
  • Books পৃষ্ঠা

    Download the books from the link
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  DDS-101 Module 1

  • Introduction to Data Science URL

    Download the ppt from: https://www.dropbox.com/scl/fi/evhcizxniyt7ech3eytgh/Lecture-1-Introduction-to-Data-Science.pptx?rlkey=27malweakt5edbihnwvs3w9ge&dl=0

    • Relevant code 1 - https://www.dropbox.com/scl/fi/lilug9r2wrd4o2jw8rwhg/Lecture1_R.R?rlkey=zwlqwy70sll701c70w1ntf86s&dl=0
    • Relevant code 2 - https://www.dropbox.com/scl/fi/jaoeo9t9c1g2f89avi2q9/Lecture2_R.R?rlkey=a2ac6qx30b59f5us6ifuacief&dl=0

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  DDS-101 Module 2: Descriptive Statistics

  • Study of quantative data URL

    • PPT - https://www.dropbox.com/scl/fi/sf0uj6lrbk70f4f16utib/Lecture-2-Descriptive-statistics.pptx?rlkey=crf13tdlrojl4q6evjkpwuw4j&dl=0

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  R Programming

  • Introduction to R URL

    Download the material: https://www.dropbox.com/scl/fi/wtjuts282df51844xuc0o/Introduction-to-R.pdf?rlkey=hk3kdg4m07fum5o184j4hyaf4&dl=0

  • Plotting using R পৃষ্ঠা
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  Module - 3: Probability theory

  • Basics of probaility theory ফাইল
  • Probability Notes পৃষ্ঠা
  • Binomial Distribution পৃষ্ঠা

    Binomial Distribution (a.k.a. Barnouli's Distribution) is a discrete probaility distribution. It is applicable when the number possible outcome = 2, Eg. Head/ Tail, Pass/ Fail, True/ False, 5 or anything but 5 (in a roll of dice).

  • Questions on Binomial Distribution নিয়োগ

    Use both manual calculation and R programming to solve the questions.
  • Poisson Probability Distribution পৃষ্ঠা

    This is similar to Binomial Distribution but used only in the case where the probability is rare.

  • Normal Probaility Distribution পৃষ্ঠা