Introduction to Data Science
·
What is Data Science?
·
Role of
Data Science
·
Scope of
Data Science
1.
Descriptive and Inferential Statistics
Ø
Samples and Populations
·
Sample Statistics
Estimations of Population Parameters
Random
and Non-random Sampling
Sampling Distributions
The Central limit Theorem
Degree of Freedom
Ø
Percentiles and Quartiles
Ø
Measures
of Central Tendency
·
Mean
Median
Mode
·
Range IQR
Variance
Standard Deviation
Ø
Distributions
·
Normal Distributions Binomial Distribution
Ø
Probability Distribution
·
Events, Sample Space and Probabilities
Conditional Probabilities
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