![Spec Certificate Statistics with Python](https://kzhu.ai/wp-content/uploads/2024/03/Spec-013-Coursera-D8R4HQSC843R.jpg)
My 13th specialization certificate from Coursera
Statistics with Python University of Michigan Python itself is more general purpose, while there are many other programming...
![Certificate Fitting Statistical Models to Data with Python](https://kzhu.ai/wp-content/uploads/2023/05/Coursera-AMD5A3QDJW4K.jpg)
My 133rd certificate from Coursera
Fitting Statistical Models to Data with Python University of Michigan AI is combination of many different fields. Statistics...
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Multilevel Models vs Marginal Models
Logistic Regression Logistic regression is an extension to linear regression. When there are only only 2 options for...
![](https://kzhu.ai/wp-content/uploads/2023/04/katie-mcnabb-8AJuvX4hzws-unsplash.jpg)
Fitting Parametric Models to Data
The purpose of fitting models to data is to help answer research questions. We specify models based on...
![Certificate Inferential Statistical Analysis with Python](https://kzhu.ai/wp-content/uploads/2023/01/Coursera-YGG5G3WP454S.jpg)
My 126th certificate from Coursera
Inferential Statistical Analysis with Python University of Michigan Simply put, this course teaches 2 things: confidence intervals and...
![](https://kzhu.ai/wp-content/uploads/2023/01/rosie-steggles-h1OhvEIIcxs-unsplash.jpg)
Hypothesis Testing
Typically we have some question, and that question could be “could the value of the parameter be X?”...
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Confidence Intervals
We use data to do statistical inference means we either estimate some parameters with confidence, or test some...
![Certificate Understanding and Visualizing Data with Python](https://kzhu.ai/wp-content/uploads/2021/11/Coursera-N6DEUQV6FRRX-1024x791.jpg)
My #77 course certificate from Coursera
Understanding and Visualizing Data with PythonUniversity of Michigan This is a fantastic statistics course taught in the setting...
![](https://kzhu.ai/wp-content/uploads/2021/11/ryoji-iwata-X53e51WfjlE-unsplash.jpg)
Probability, Sampling & Inference
In the 1930s, Jerzy Nayman and others made some very important breakthroughs in this area and his work...
![](https://kzhu.ai/wp-content/uploads/2021/10/joshua-sukoff-9jBqWo7MgaU-unsplash.jpg)
Visualizing Statistical Data
Statistics: Arts and Sciences Statistics is the subject that encompasses all aspects of learning from data. We are...