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Statistics for Data science

This course teaches Data Science with Maths statistics from basic to advanced level.

Description

When you talk about data science the most important thing is  Statistical MATHS .

This course teaches statistical maths using simple excel. My firm belief is MATHS is 80% part of data science while programming is 20%. If you start data science directly with python , R and so on , you would be dealing with lot of technology things but not the statistical things.


I recommend start with statistics first using simple excel and the later apply the same using python and R. Below are the topics covered in this course.


Lesson 1 :- What is Data science ?
Chapter 1 :- What is Data science  and why do we need it ?

Chapter 2:- Average , Mode , Min and Max using simple Excel.

Chapter 3:- Data science is Multi-disciplinary.

Chapter 4:- Two golden rules for maths for data science.


Lesson 2 :- What is Data science ?

Chapter 4:- Spread and seeing the same visually.

Chapter 5:- Mean,Median,Mode,Max and Min

Chapter 6:- Outlier,Quartile & Inter-Quartile

Chapter 7:- Range and Spread


Lesson 3 - Standard Deviation, Normal Distribution & Emprical Rule.
Chapter 8:- Issues with Range spread calculation

Chapter 9:- Standard deviation

Chapter 10:- Normal distribution and bell curve understanding

Chapter 11:- Examples of Normal distribution

Chapter 12:- Plotting bell curve using excel

Chapter 13:- 1 , 2 and 3 standard deviation

Chapter 14:- 68,95 and 98 emprical rule.

Chapter 15:- Understanding distribution of 68,95 and 98 in-depth.


Lesson 4 :- The ZScore calculation
Chapter 16:- Probability of getting 50% above and 50% less.

Chapter 17:- Probability of getting 20 value.

Chapter 18:- Probability of getting 40 to 60.


Lesson 5 - Binomial distribution

Chapter 22:- Basics of binomial distribution.

Chapter 23:- Calculating existing probability from history.

Chapter 24:- Exact vs Range probability.

Chapter 25:- Applying binomial distribution in excel.

Chapter 26:- Applying Range probability.

Chapter 27:- Rules of Binomial distribution.

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