dspub

Data Science Pub

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

• Data Science Pub
  • data wrangling
  • python coding
  • data visualization
  • automation
  • machine learning
  • reading
  • kaggle FTR
  • prod data science FTR

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

data wrangling

do not hover

• Things you might forget about R (tidyverse) [to be continued]
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• Translate SQL to Python (Pandas)
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• Regex 101 (by J.Hu)
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python coding

The Zen of Python

>>> import this

• Efficient Python
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• Python traps
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• Python quiz
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data visualization

• R Visualization
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• Python Visualization: Based on a Conversion Report (by J.Hu)
  • Note: data used in this notebook is masked
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automation

• Script Generating

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machine learning

readme

• overview

  • 

  • 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)
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• Feature Engineering
  • selected examples

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reading

“Open source is about collaborating; not competing.”

• Free books
  • 
• Kaggle notebooks
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• Open source lectures

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kaggle FTR

prod data science FTR

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