Week 1:

Recorded Lectures

Lecture
Notes


·
Basic
Terms, Summary Tables & Graphs [1:26:52]

Introduction,
Statistical Charts & Tables


·
Bivariate
Analysis & Others [30:26]
·
(Optional) Histogram
Example  Image Processing [9:11]


Week 2:




·
Descriptive
Measures [44:57]

Descriptive
Measures


·
More on
Measure of Center/Spread Boxplot [43:34]





Week 3:




·
Basic
Probability Concepts [48:30]

Intro.
to Probability


·
Properties
of Probability [52:47]



·
Methods
of Enumeration [44:03]


Week 4:




·
Conditional
Probability [44:40]






o Review
Problems & Answers [47:35] (No Audio)

*Review
Problems


o Answers
to Exam & Conditional Probability [45:43]

*Practice
Test

Week 5:




·
Bayes
Theorem [44:10]

Discrete
Distribution1


·
Discrete
Random Variable [45:36]

Discrete
Distribution2


·
Mathematical
Expection [48:02]


Week 6:




·
Mean and
Variance of Discrete Random Variable [44:27]



·
Bernoulli
and Binomial Distribution [44:21]



·
Moment
Generating Function [55:39]


Week 7:




o Review
Exercise & Answers

*Review
Exercise





·
Negative
Binomial, Geometric, and Poisson Distribution [45:04]



·
Independent
Events / Discrete Distributions [39:35]


Week 8:




·
Continuous
Distributions [41:18]

Continuous
Distribution


·
Examples and
Continuous Distributions [46:50]



·
Uniform,
Exponential and Gamma Distributions [43:41]


Week 9:




·
Inverse
CDF Method and Random Number Generation [17:13]



·
Normal
Distribution 1 [18:53]

Normal
Distribution


·
Normal
Distribution 2 [46:20]



·
Probability
Distribution of Sample Statistics [43:44]


Week 10:


Estimations


·
Sampling
Distribution of Mean and Normal Approximation to Binomial Distribution
[18:41]



·
Introduction
to Confidence Interval Estimation [26:04]

 One
Mean


·
Confidence
Interval for a mean (z) [46:56]



·
Confidence
Interval Estimate for a mean(t)/Confidence Interval for a Proportion
[47:33]


Week 11:




·
Confidence
Interval Estimate for Difference Between Two Means [43:44]

 Two
Means


·
Confidence
Interval for Mean of Paired Difference [12:09]






o Solutions in
Video to Practice Problems [42:50]

*Practice Problems [PDF Document]

Week 12:




·
Confidence
Interval Estimation for Variances [44:07]

 Variances






Hypothesis Tests


·
Test
for Proportion [14:49]
·
Test
for Difference between Two Proportions [29:35]

 Test
for proportions




Week 13:




·
One
Sample Ztest for a Mean 1 [32:12]
·
One
Sample Ztest for a Mean 2 [17:18]
·
One
Sample ttest [27:09] A Very Important Test
·
Effect
Of Sample Size in ttest [6:39]

 Test
for one mean
Z
and t test example


·
Determining
Sample Size for ttest for One Mean [5:15]

 ttest
sample size
(long
version)


·
Review
Problems on Hypo. Testing [42:24]

*Review
problems





·
Tests of
Difference Between Two Means [47:01]
(Test of Equality of Variances is in this video)

 Test
for two means


More Examples on
Statistical
Inference. [2:51:49]

(Note2)

Week 14:




·
Linear
Regression and Correlation 1 [40:26]
·
Linear
Regression 2 [44:33]

Regression


·
Goodness of
Fit Test/Chisquare test of Independence [44:51]

 Goodness
of Fit
 Contingency
Table







Week 15:

Review







