Statistics for Data Science
- Programming, Technology
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01
Feb
Statistics for Data Science.
သင်ခန်းစာလေ့လာရန်ကြာချိန် စုစုပေါင်း ( 12 ) Hours.
Statistics for Data Science သင်ခန်းစာကို MYANMAR DATA SCIENCE မှသင်ကြားပေးထားပါတယ်…။
သင်ကြားရတာအဆင်ပြေပါက ကြယ်ပွင့်လေးများဖြင့် Reviewပြုလုပ်ပေးဖို့မမေ့ပါနဲ့နော်။
Course Content
Total learning: 38 lessons
Time: 10 weeks
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Statistics for Data Science
- Introduction to Statistics for Data Science
- Correlation in Statistics
- Mean, Median, Mode (Central Tendency)
- Range, Variance and Standard Deviation (Variability)
- Data Visualization for Descriptive Statistics
- Weighted Mean and Quartiles
- Descriptive vs Inferential Statistics
- Understanding Sets
- Sets Operation
- Introduction to Probability
- Probability Technical Terms
- Empirical Probability
- Intersection and Union of events
- Conditional Probability
- Multiplication Rule
- Addition Rule
- Bayes Theorem
- Fundamental of Counting Principles
- Discrete Probability Distribution
- Binomial Probability Distribution
- Poisson Probability Distribution
- Normal Probability Distribution
- Standard Normal Distribution
- Probability for Normal Distribution
- Sampling
- Sampling Distribution
- Central Limit Theorem
- Confidence Intervals
- Calculating Confidence Interval
- Introduction to Hypothesis Testing
- Null vs Alternative Hypothesis
- Type I and Type II Errors
- Understanding Z Test
- Critical value of z
- Acceptance vs Rejection Region
- Understanding P-value
- Decision Maing with P-value
- Statistics for Data Science – Conclusion
Instructor
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