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Statistical Inference with R

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Total Duration
16 Hours

Familiarize yourself with the core set of skills in statistical inference necessary to understand, interpret, and tune your statistical & machine learning models. 

Courses in this Learning Path
1
Foundations of Inference
DataCamp Course via DataCamp
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Duration : 4 hours
Price :₹1,093
Level :Intermediate
Learn Type :Certification
Foundations of Inference

Inference is an essential aspect of statistical analysis. Inference is the process of drawing conclusions out of data in order to draw conclusions about a larger population. This is a common practice, even though it might seem counterintuitive. We could conclude that the same treatment will lead to equal survival rates to show that it is superior in medicine. This assumption will be disproved by …

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2
Inference for Categorical Data in R
DataCamp Course via DataCamp
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Duration : 4 hours
Price :₹1,093
Level :Intermediate
Learn Type :Certification
Inference for Categorical Data in R

Categorical data is all around. It's in the most recent polling results, new genomics breakthroughs, and the huge amounts of data that internet businesses gather to market their products. This course will help you distinguish between signal and noise, as well as the tools to determine when data can be used as a source for interesting phenomena or random noise.

3
Inference for Numerical Data in R
DataCamp Course via DataCamp
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Duration : 4 hours
Price :₹1,093
Level :Intermediate
Learn Type :Certification
Inference for Numerical Data in R

This course will show you how to use statistical methods for inferring and estimating numerical data. This course will cover two common methods to accomplish these tasks. To create confidence intervals, and tests based upon resamples, the first method uses bootstrapping. The second uses theoretical results and the t-distribution method to achieve the same result. Learn how to perform an ANOVA, …

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4
Inference for Linear Regression in R
DataCamp Course via DataCamp
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Duration : 4 hours
Price :₹1,093
Level :Intermediate
Learn Type :Certification
Inference for Linear Regression in R

You've already learned the basics about linear modeling and statistical inference. It is now time to combine them. This course will help you understand how different samples can produce different linear models. This course is designed to help you understand the basic population model. The course will teach you how to estimate intervals and calculate the significance of the effect of the …

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