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Advanced Statistics for Machine Learning

Instructor:

Dr. Abhinanda Sarkar
4.49
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Intermediate

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9.0 Hrs

Learning hours

11K+
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Advanced Statistics for Machine Learning

9.0 Learning Hours . Intermediate

Skills you will learn

Advanced Statistics
Hypothesis testing
Type-I and Type-II error

About this course

Statistics is used to process complex problems in the real world so that Data Scientists and Analysts can look for meaningful trends and changes. This course helps you learn about some statistical analyzing tools and their accurate application. Key concepts include probability distributions, statistical significance, hypothesis testing, and regression. Furthermore, machine learning requires understanding Bayesian thinking. To understand from Scratch, you can also enroll in free statistics for Machine Learning course where you will also get a certificate of completion.

Check out our PG Course in Machine learning Today.

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Course Outline

Foundations of statistics
Concept of standard error and probability
Rules of probability
Normal distribution

This section explains normal distribution for continuous functions and the association between mean, median, and mode in a normal distribution with solved examples and also discusses its properties and practical applications. You will also understand density function and standard distribution with solved example problems.  
 

Hands-on exercise on normality distribution
Building confidence interval and sample size problem
Null and alternate hypothesis
Type I and type II error
Concept of P-value
Hypothesis formulation exercises
T-test application- One sample problem and solution

Earn a certificate of completion

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Get free course content

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Learn at your own pace

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Master in-demand skills & tools

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Test your skills with quizzes

Advanced Statistics for Machine Learning

9.0 Learning Hours . Intermediate

Trusted by 10 Million+ Learners globally

Learner reviews of the Free Courses

4.49
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What our learners enjoyed the most

Our course instructor

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Dr. Abhinanda Sarkar

Senior Faculty & Director Academics, Great Learning

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849.8K+ Learners
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31 Courses
Dr. Abhinanda Sarkar has B.Stat. and M.Stat. degrees from the Indian Statistical Institute (ISI) and a Ph.D. in Statistics from Stanford University. He was a lecturer at Massachusetts Institute of Technology (MIT) and a research staff member at IBM. Post this he spent a decade at General Electric (GE). He has provided committee service for the University Grants Commission (UGC) of the Government of India, for infoDev – a World Bank program, and for the National Association of Software and Services Companies (NASSCOM). He is a recipient of the ISI Alumni Association Medal, an IBM Invention Achievement Award, and the Radhakrishan Mentor Award from GE India. He is a seasoned academician and has taught at Stanford, ISI Delhi, the Indian Institute of Management (IIM-Bangalore), and the Indian Institute of Science. Currently, he is a Full-Time Faculty at Great Lakes. He is Associate Dean at the MYRA School of Business where he teaches courses such as business analytics, data mining, marketing research, and risk management. He is also co-founder of OmiX Labs – a startup company dedicated to low-cost medical diagnostics and nucleic acid testing.

Frequently Asked Questions

Will I receive a certificate upon completing this free course?

Yes, upon successful completion of the course and payment of the certificate fee, you will receive a completion certificate that you can add to your resume.

Is this course free?

Yes, you may enrol in the course and access the course content for free. However, if you wish to obtain a certificate upon completion, a non-refundable fee is applicable.

Will I get a certificate after completing this Advanced Statistics for Machine Learning free course?

Yes, you will get a certificate of completion for Advanced Statistics for Machine Learning after completing all the modules and cracking the assessment. The assessment tests your knowledge of the subject and badges your skills.

How much does this Advanced Statistics for Machine Learning course cost?

It is an entirely free course from Great Learning Academy. Anyone interested in learning the basics of Advanced Statistics for Machine Learning can get started with this course.

Is there any limit on how many times I can take this free course?

Once you enroll in the Advanced Statistics for Machine Learning course, you have lifetime access to it. So, you can log in anytime and learn it for free online.

Can I sign up for multiple courses from Great Learning Academy at the same time?

Yes, you can enroll in as many courses as you want from Great Learning Academy. There is no limit to the number of courses you can enroll in at once, but since the courses offered by Great Learning Academy are free, we suggest you learn one by one to get the best out of the subject.

Why choose Great Learning Academy for this free Advanced Statistics for Machine Learning course?

Great Learning Academy provides this Advanced Statistics for Machine Learning course for free online. The course is self-paced and helps you understand various topics that fall under the subject with solved problems and demonstrated examples. The course is carefully designed, keeping in mind to cater to both beginners and professionals, and is delivered by subject experts. Great Learning is a global ed-tech platform dedicated to developing competent professionals. Great Learning Academy is an initiative by Great Learning that offers in-demand free online courses to help people advance in their jobs. More than 5 million learners from 140 countries have benefited from Great Learning Academy's free online courses with certificates. It is a one-stop place for all of a learner's goals.

What are the steps to enroll in this Advanced Statistics for Machine Learning course?

Enrolling in any of the Great Learning Academy’s courses is just one step process. Sign-up for the course, you are interested in learning through your E-mail ID and start learning them for free online.

Will I have lifetime access to this free Advanced Statistics for Machine Learning course?

Yes, once you enroll in the course, you will have lifetime access, where you can log in and learn whenever you want to. 

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