【干货】面向机器学习、数据科学、概率、SQL及大数据的28个最热门的速查表

摘要

 

转自：ArnetMiner

Introduction

Data Science is an ever-growing field, there are numerous tools & techniques to remember. It is not possible for anyone to remember all the functions, operations and formulas of each concept. That’s why we have cheat sheets. But there are a plethora of cheat sheets available out there, choosing the right cheat sheet is a tough task. So, I decided to write this article.

Here I have selected the cheat sheets on the following criteria: comprehensiveness, clarity, and content.

After applying these filters, I have collated some 28 cheat sheets on machine learning, data science, probability, SQL and Big Data. For your convenience, I have segregated the cheat sheets separately for each of the above topics. There are cheat sheets on tools & techniques, various libraries & languages.

Read on to know which cheat sheet to use for a particular topic.

Python for Data Science Cheat Sheets

1. Quick Guide to learn Python for Data Science
   

2. Python for Data Science Cheat sheet 
   

3. Python For Data Science Cheat Sheet NumPy
   

4. Exploratory Data Analysis in Python
   

5. Data Exploration using Pandas in Python 
   

6. Data Visualisation in Python
   

7. Python For Data Science Cheat Sheet Bokeh
   

8. Cheat Sheet: Scikit Learn
   

9. Steps To Perform Text Data Cleaning in Python  
   

R for Data Science Cheat Sheets

1. R Reference Card

2. Data Import in R

3. Data Transformation with dplyr 

4. Cheat sheet – 11 Steps for Data Exploration in R (with codes)

5. Data Visualization in R  

6. Data Visualization with ggplot2 

7. Cheat sheet: Caret Package 

8. R Reference Card for Data Mining

9. Guide to quickly learn Cloud Computing in R Programming

Machine Learning Cheat Sheets

1. Cheat sheet – Python & R codes for common Machine Learning Algorithms

2. Scikit Learn algorithm Cheat sheet 

3. Microsoft Azure Machine Learning: Algorithm Cheat Sheet

Probability Cheat Sheets

1.  Probability Basics  Cheat Sheet
   

2.  Probability cheat sheet for distribution 

SQL & MySQL Cheat Sheets

1.  SQL Cheat Sheet
   

2. MySQL & SQL Cheat Sheet
   

Big Data Cheat Sheets

1.  Hadoop Cheat sheet
   

2. Apache Spark Cheat sheet 

3. Hive Function Cheat Sheet
   

链接：

https://www./blog/2017/02/top-28-cheat-sheets-for-machine-learning-data-science-probability-sql-big-data/

原文链接：

http://weibo.com/1870858943/EwIgr6QFG?type=comment#_rnd1487753121797