Data Science Cheatsheets (数据科学备忘单)

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shaoziyang
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注册时间: 2019年 10月 21日 13:48

Data Science Cheatsheets (数据科学备忘单)

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一份包含了多种编程语言的备忘录
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Table of Contents
  • Business Science
    • Business Science Problem Framework
    • Data Science with Python Workflow
    • Data Science with R Workflow
  • Python
    • Python Basics
    • Pandas Basics
    • Pandas
    • Importing Data
    • Jupyter
    • Numpy Basics
    • Beginners Python Cheat Sheet
    • Intermediate Python
    • Python REGEX
    • Python 3 Memento
  • R
    • Tidiverse
    • data.table
    • xts
    • Base R
    • Data Import with readr
    • Data Transformation with Dplyr
    • Apply Functions with purrr
    • Data transformation with data.table
    • Dates and Times with lubridate
    • Randomizr
    • Regular Expressions
    • Work with Strings with stringr
    • Tidy Evaluation with rlang
    • Xplain
    • Sintax Comparison
    • Data and Variable Transformation with sjmisc
    • R Markdown (PDF)
    • Package Development with devtools
  • Math and Calculus
    • Refresher Algebra and Calculus
    • Refresher Probabilities and Statistics
    • Fundamentals of Probabilities
 
  • Big Data
    • Pyspark RDD
    • Pyspark DF
    • Dask
    • Sparklyr
  • Machine Learning
    • Scitk-Learn (PDF)
    • Machine Learning Modelling in R
    • Caret
    • Estimatr
    • H2O
    • mlr
    • Regression
    • VIP Supervised Learning
    • Segmentation and Clustering
    • VIP Unsupervised Learning
    • VIP Machine Learning Tips and Tricks
    • Choosing the right model
  • Deep Learning -Neural Nets
    • Keras RStudio - Keras
    • Deep Learning Basics
    • Convolutional Neural Networkds
    • Recurrent Neural Networks
    • Tips and Tricks
  • SQL
    • SQL cheatsheet by sqltutorial (PDF)
    • SQL cheatsheet by Rebel Labs
  • Data Visualization
    • Matplotlib
    • Seaborn
    • Bokeh
    • Comprehensive Guide to Data Visualization in Python
    • Ggplot2
    • Leaflet
    • Cartography
    • Comprehensive Guide to Data Visualization in R
    • Simple Features sf
    • survminer
  • Data Science in General and Others
    • Shiny
    • Vim
    • Emacs
    • Git - Atlassian's Cheatsheet
    • DVC
    • BASH
  • Data Science Cheatsheet Takeaway
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