![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...
![](https://kzhu.ai/wp-content/uploads/2023/05/mel-poole-ToI01Apo4Pk-unsplash.jpg)
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?”...
![](https://kzhu.ai/wp-content/uploads/2023/01/sydney-rae-geM5lzDj4Iw-unsplash.jpg)
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...
![Certificate Introduction to HTML5](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-AMP67RR6NYUS-1024x791.jpg)
My #47 course certificate from Coursera
Introduction to HTML5University of Michigan This entry-level course truly touched my heart because it is shocking to know...
![Certificate Applied Machine Learning in Python](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-UWXWBV8PCTTM-1024x791.jpg)
My #9 course certificate from Coursera
Applied Machine Learning in PythonUniversity of Michigan This is a nice course about scikit-learn – a stable, powerful...
![Certificate Programming for Everybody](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-S45Y5SL5UZQW-1024x791.jpg)
My #5 course certificate from Coursera
Programming for Everybody (Getting Started with Python)University of Michigan Oh, I love this course, the lecturer Prof. Charles...
![Certificate Introduction to Data Science in Python](https://kzhu.ai/wp-content/uploads/2021/04/Coursera-HU4R7ZZZZA7H-1024x791.jpg)
My #2 course certificate from Coursera
Introduction to Data Science in PythonUniversity of Michigan This is a nice course to get familiar with NumPy,...