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Course11110641560 lectures

Introduction to Statistics

Prof. Sameen Naqvi · IIT Hyderabad

Start with lecture 1 At NPTEL

Lectures

week-01

  1. Types of variables Video
  2. Types of studies Video
  3. Types of sampling strategies Video
  4. Python Session 1 Video
  5. Python Session 2 Video

week-02

  1. "Summary measures of categorical and numerical variables" Video
  2. Measures of Dispersion Video
  3. Measures of Skewness Video
  4. Python Session 3 Video
  5. Python Session 4 Video

week-03

  1. Visualizing categorical and numerical data Video
  2. Visualizing numerical data Video
  3. Python Session 5 Video
  4. Python Session 6 Video
  5. Python Session 7 Video

week-04

  1. Sampling distribution of sample mean Video
  2. Central Limit Theorem Video
  3. "Sampling distribution of sample variance and proportion" Video
  4. Python Session 8 Video
  5. Python Session 9 Video

week-05

  1. Sampling distribution of difference of sample means - Part 1 Video
  2. Sampling distribution of difference of sample means - Part 2 Video
  3. Sampling distribution of ratio of sample variances and difference of sample proportions Video
  4. Python - Session 10 Video
  5. Python - Session 11 Video

week-06

  1. Point estimation - Part 1 Video
  2. Point estimation - Part 2 Video
  3. Point estimation - Part 3 Video
  4. Python - Session 12 Video
  5. Python - Session 13 Video

week-07

  1. Unbiased estimation Video
  2. EM algorithm - Part 1 Video
  3. EM algorithm - Part 2 Video
  4. Python - Session 14 Video
  5. Python - Session 15 Video

week-08

  1. Hypothesis Testing - Part 1 Video
  2. Hypothesis Testing - Part 2 Video
  3. Hypothesis Testing - Part 3 Video
  4. Python - Session 16 Video
  5. Python - Session 17 Video

week-09

  1. Hypothesis Testing for two sample problem - Part 1 Video
  2. Hypothesis Testing for two sample problem - Part 2 Video
  3. Hypothesis Testing for two sample problem - Part 3 Video
  4. Python - Session 18 Video
  5. Python - Session 19 Video

week-10

  1. Bootstrap Hypothesis Testing - Part 1 Video
  2. Python - Session 20 Video
  3. Python - Session 21 Video
  4. Bootstrap Hypothesis Testing - Part 2 Video
  5. Python - Session 22 Video

week-11

  1. Confidence Interval Estimation - Part 1 Video
  2. Confidence Interval Estimation - Part 2 Video
  3. Confidence Interval Estimation - Part 3 Video
  4. Python - Session 23 Video
  5. Python - Session 24 Video

week-12

  1. Confidence interval for two sample problem Video
  2. Python - Session 25 Video
  3. Bootstrap Confidence Interval Video
  4. Python - Session 26 Video
  5. Python - Session 27 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Hyderabad
Department
Mathematics
Teacher
Prof. Sameen Naqvi
Level
Undergraduate
Language
English
Subjects
Mathematics
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge. Coordinated by IIT Madras.
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