/dspub

Data Science Pub

Primary LanguageHTMLMIT LicenseMIT

Data Science Pub

Public Hosting for demo files and shared materials.
dsvault · dspub · repo

totally unrelated notes

  • If the content is about R written in Rmarkdown, then I will use theme rmdformats::readthedown:
  • If it is about Python but rendered in Rmarkdown, then the theme will be rmdformats::downcute:

Data Science Pub

license Python 3.7 Python 3.8 R 4.1.1

made-with-RMarkdown Made withJupyter

data wrangling

do not hover

  • Things you might forget about R (tidyverse) [to be continued]
    • RMD html
  • Translate SQL to Python (Pandas)
    • Open In Colab
    • Render nbviewer
  • Regex 101 (by J.Hu)
    • Open In Colab
    • Render nbviewer

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python coding

The Zen of Python

>>> import this
  • Efficient Python
    • RMD html
  • Python traps
    • RMD html
  • Python quiz
    • RMD html

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data visualization

  • R Visualization

    • RMD html

  • Python Visualization: Based on a Conversion Report (by J.Hu)

    • Note: data used in this notebook is masked
    • Open In Colab
    • Render nbviewer

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automation

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machine learning

readme

  • overview

    • MD html

    • supervised

      • Linear Regression
      • Logistic Regression
      • Support Vector Machines (SVMs)
      • Decision Trees and Random Forests
      • k-Nearest Neighbors
      • Neural networks

    • unsupervised

      • Clustering
      • Anomaly detection & novelty detection
      • Visualization and dimensionality reduction
      • Association rule learning

  • Decision Tree (by Y.Tang)

    • Open In Colab

  • Feature Engineering

    • selected examples Open In Colab

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reading

“Open source is about collaborating; not competing.”

  • Free books
    • MD html
  • Kaggle notebooks
    • MD html
  • Open source lectures

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kaggle FTR

prod data science FTR