Statistics for Data Science | Probability and Statistics | Statistics Tutorial | Ph.D. (Stanford)

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One of the most critical aspects of the data science approach is our perception of getting the information processed. In developing insights from our accumulated data, we dig out the possibilities. And those possibilities are known as statistical analysis in Data science.
Statistics acts as a tool to gather, extract, analyze, and review data, which is an input to Data science techniques; hence, learning statistics is a baby step toward becoming a data scientist. Great Learning‘s Statistics for Data Science course is for beginners and professionals who want to upgrade their skills in data science domains and learn everything about statistical analysis.

Course Content

Time Stamp

Statistics vs Machine Learning

02:22
Types of Statistics [Descriptive, Prescriptive and Predictive

09:05
Types of Data

01:50:45
Correlation

02:46:02
Covariance

02:52:33
Introduction to Probability

04:26:53
Conditional Probability with Baye’s Theorem

05:24:00
Binomial Distribution

06:17:01
Poisson Distribution

06:36:02

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This free course will first introduce you to some basic terms of statistics, such as probability, distribution, hypotheses, and CLT (Central Limit Theorem) theorem, the essentials to learning Statistics for Data Science. Next, you will comprehend the Normal distribution with the help of examples. The examples of the normal distribution are very helpful in understanding statistics better.
Moving forward with the course, you will be introduced to the hypothesis, which is used to prove or disprove the statements for distribution. Later, you will learn the concept of Sampling distribution briefly with the help of the Central Limit Theorem. Lastly, the tutor will help you to understand the theorem with the help of hypotheses. Enroll in this course to understand the concept of statistics basics for Data Science practices and gain a course completion certificate at the end.
Are you looking forward to upskilling yourself in Data Science? Look no further! The Great Learning platform provides advanced-level Data Science courses covering all the concepts in depth to benefit your career.