Complete Statistics for Data Science Course
23 videos • 954 views • by Selva Prabhakaran (ML+)
Learn statistics concepts for Data Science, from scratch. We will understand, solve exercises and practice as well.
1
Complete Statistics for Data Science Course - Introduction
Selva Prabhakaran (ML+)
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2
Population vs Sample | #7 in Statistics for Data Science
Selva Prabhakaran (ML+)
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3
#2 Types of Data in Statistics | Statistics for Data Science Course
Selva Prabhakaran (ML+)
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4
Measures of Central Tendency | #3 in Statistics for Data Science Course
Selva Prabhakaran (ML+)
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5
Quantiles vs Percentiles vs Quartiles vs Deciles | #4 in Statistics for Data Science Course
Selva Prabhakaran (ML+)
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6
Measures of Dispersion | #5 in Statistics for Data Science Course
Selva Prabhakaran (ML+)
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7
Standard Error | #6 in Statistics for Data Science Course
Selva Prabhakaran (ML+)
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8
Why divide variance by n-1 (Part 1) | #8 in Statistics for Data Science
Selva Prabhakaran (ML+)
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9
Why divide variance by n-1 (Part 2) | #9 in Statistics for Data Science
Selva Prabhakaran (ML+)
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10
Law of Large Numbers | #11 in Statistics for Data Science
Selva Prabhakaran (ML+)
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11
Law of Large Numbers - Exercise | #12 in Statistics for Data Science
Selva Prabhakaran (ML+)
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12
Normal Distribution aka Gaussian | #13 in Statistics for Data Science
Selva Prabhakaran (ML+)
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13
Central Limit Theorem | #19 in Statistics for Data Science
Selva Prabhakaran (ML+)
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14
PDF of Normal Distribution | #14 in Statistics for Data Science
Selva Prabhakaran (ML+)
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15
CDF of Normal Distribution | #15 in Statistics for Data Science
Selva Prabhakaran (ML+)
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16
Z-Score and Standardization | #17 in Statistics for Data Science
Selva Prabhakaran (ML+)
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17
Skewness and Kurtosis | #16 in Statistics for Data Science
Selva Prabhakaran (ML+)
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18
Box Cox Transformation | #22 in Statistics for Data Science
Selva Prabhakaran (ML+)
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19
Kernel Density Estimation | #23 in Statistics for Data Science
Selva Prabhakaran (ML+)
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20
Bernoulli Distribution Clearly Explained | #24 in Statistics for Data Science
Selva Prabhakaran (ML+)
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21
Understanding Binomial Distribution using Examples | #25 in Statistics for Data Science
Selva Prabhakaran (ML+)
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22
Exercise: Binomial Distribution (solved) | #26 in Statistics for Data Science
Selva Prabhakaran (ML+)
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23
Poisson Distribution using Example | #27 in Statistics for Data Science
Selva Prabhakaran (ML+)
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