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Normscaler: Convenient Data Normalization Package in Python

Normascaler has different data normalization methods including MinMaxScaler, MaxAbsScaler, RobustScaler, StandardScaler, Normalizer, DecimalScaler In the previous two posts, we have talked about different data normalization…

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Posted on December 16, 2022February 16, 2023

Python Wavelet Transform Library: PyWavelets and Built-in Wavelet Families

PyWavelets library is the most powerful Open Source library for wavelet transforms in Python In the previous two posts, we have talked about some essential basic…

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Posted on December 14, 2022January 12, 2023

Wavelets Transform Classifications

It will talk about different classifications of wavelets transform to better understand wavelet transform before applying it into real-world projects In the last post, some…

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Posted on December 14, 2022January 12, 2023

Basic Concepts of Wavelet Transform

Learning Wavelet Transform should start from basic concepts I published three posts at the very beginning when I started my blogs, which are about visualization of…

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Posted on December 13, 2022January 12, 2023

An Easy Way to Add Anaconda PowerShell Prompt on the Windows Terminal

Windows Terminal with Anaconda PowerShell makes Anaconda much more convenient I wrote 5 posts on how to install the Windows Terminal, and how to add…

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Posted on December 13, 2022January 1, 2023

A Convenient Stepwise Regression Package to Help You Select Features in Python

Display how to apply stepwise regression with a concrete real-world example Stepwise regression is a very helpful approach to select the statistic significant predictors in…

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Posted on December 13, 2022January 12, 2023

Practical Process to Develop Machine Learning Regression Models with Python

A real-world example to display the method to develop a machine learning regression model with Sckit-learn The previous several posts displayed a general process to…

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Posted on December 9, 2022January 12, 2023

Develop a Classical Linear Regression Model with Python (IV): Model Evaluation

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…

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Posted on December 9, 2022January 1, 2023

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…

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Posted on December 8, 2022January 1, 2023

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…

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Posted on December 4, 2022January 1, 2023

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Data Preprocessing

  • Essential Methods for String Data Manipulation with Pandas

    Essential Methods for String Data Manipulation with Pandas

    Posted on October 8, 2023February 21, 2026
  • Convenient Methods to Identify and Drop Duplicate Rows with Pandas

    Convenient Methods to Identify and Drop Duplicate Rows with Pandas

    Posted on October 8, 2023February 21, 2026
  • How to Easily Use Pandas 2.0 for Large Data

    How to Easily Use Pandas 2.0 for Large Data

    Posted on October 2, 2023February 21, 2026
  • 5 Practical Methods to Reshape DataFrame in Pandas

    5 Practical Methods to Reshape DataFrame in Pandas

    Posted on October 2, 2023February 21, 2026
  • Practical Methods to Reindex Rows of DataFrame with Pandas

    Practical Methods to Reindex Rows of DataFrame with Pandas

    Posted on July 7, 2023February 21, 2026

Data Visualization

  • 3 Convenient Methods to Plot a Horizontal or Vertical Line with Matplotlib

    3 Convenient Methods to Plot a Horizontal or Vertical Line with Matplotlib

    Posted on September 1, 2023February 21, 2026
  • Easily Simulate Streaming Data Visualization using Streamz and hvPlot

    Easily Simulate Streaming Data Visualization using Streamz and hvPlot

    Posted on April 11, 2023February 21, 2026
  • Easily Create Interactive Maps with hvPlot

    Easily Create Interactive Maps with hvPlot

    Posted on March 28, 2023March 28, 2023
  • Geodata Exploration and Visualization with GeoPandas

    Geodata Exploration and Visualization with GeoPandas

    Posted on March 20, 2023March 20, 2023
  • Data Visualization with hvPlot (IV): Interactive Plot Widgets and GUI

    Data Visualization with hvPlot (IV): Interactive Plot Widgets and GUI

    Posted on March 13, 2023March 13, 2023

Data Modelling

  • Practical Process to Develop a Simple LSTM Time Series Prediction Model

    Practical Process to Develop a Simple LSTM Time Series Prediction Model

    Posted on September 1, 2023February 21, 2026
  • Modelselect: A Python Package Helps Fast Develop Optimal Linear Regression Model

    Modelselect: A Python Package Helps Fast Develop Optimal Linear Regression Model

    Posted on December 23, 2022February 13, 2023
  • A Convenient Stepwise Regression Package to Help You Select Features in Python

    A Convenient Stepwise Regression Package to Help You Select Features in Python

    Posted on December 13, 2022January 12, 2023
  • Practical Process to Develop Machine Learning Regression Models with Python

    Practical Process to Develop Machine Learning Regression Models with Python

    Posted on December 9, 2022January 12, 2023
  • Develop a Classical Linear Regression Model with Python (IV): Model Evaluation

    Develop a Classical Linear Regression Model with Python (IV): Model Evaluation

    Posted on December 9, 2022January 1, 2023

Wavelet transform

  • 1D Discrete Stationary Wavelet Transform (IV): Signal Padding Methods

    1D Discrete Stationary Wavelet Transform (IV): Signal Padding Methods

    Posted on June 28, 2024February 21, 2026
  • 1D Discrete Stationary Wavelet Transform (III): Restrictions

    1D Discrete Stationary Wavelet Transform (III): Restrictions

    Posted on October 7, 2023February 21, 2026
  • 1D Discrete Stationary Wavelet Transform (II): Maximum Decomposition Level

    1D Discrete Stationary Wavelet Transform (II): Maximum Decomposition Level

    Posted on October 7, 2023February 21, 2026
  • 1D Discrete Stationary Wavelet Transform (I): Decomposition Methods

    1D Discrete Stationary Wavelet Transform (I): Decomposition Methods

    Posted on October 7, 2023February 21, 2026
  • Decimated Wavelet Transform (DWT) Versus Undecimated Wavelet Transform (UWT)

    Decimated Wavelet Transform (DWT) Versus Undecimated Wavelet Transform (UWT)

    Posted on October 2, 2023February 21, 2026
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