Statistics for Data science - UdemyFreebies.com

Statistics for Data science

IT & Software

English

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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