Model Evaluation makes a model more reliable Part I: Model Estimation Part II: Model Diagnostics Part III: Model Improvement Part IV: Model Evaluation In the previous…
Develop a Classical Linear Regression Model with Python (III): Model Improvement
A convenient Python function for model improvement by dropping insignificant variables and solve multicollinearity and dummy variables trap Part I: Model Estimation Part II: Model…
Develop a Classical Linear Regression Model with Python (II): Model Diagnostics
Model Diagnostics are an integral part of the model development process, which help us judge whether a model is good or bad Part I: Model Estimation…
A Convenient Tool to Insert Different Symbols in a Web Post
Easily insert various different symbols in a post on Medium, Facebook, LinkedIn, Twitter and any web Maybe you want to insert some symbols, such as stars,…
Develop a Classical Linear Regression Model with Python (I): Model Estimation
A real world project using Python Statsmodels to display model estimation process of linear regression model In the previous posts, we have talked about how…
Convenient Methods to Rotate Axis Tick Labels in Matplotlib
To rotate axis tick labels is an excellent way to solve the unreadable problem due to the overlapped labels In the previous 3 posts, essentials…
Proper Data Normalization Procedure for Model Development With Python
Discuss the widely used improper data normalization process, and display the proper procedure using a real-world dataset The last two articles discussed how to split…
Different Methods to Normalize Dataset for Model Development with Python Scikit-learn
To normalize dataset is another important step of data preprocessing in model development The last article discussed how to split the dataset into feature variables…
Split Dataset for Model Development with Python Scikit-learn
Split dataset is an important step of data preprocessing for a reliable model In the last post, it briefly discussed the main concepts on data analysis…
Concepts of Data Analysis and Data Modelling
They are different but interlinked together In this post, I would like to talk briefly about data analysis and data modelling because of two reasons.…