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工欲善其事必先利其器! Before I give you also issued a document finishing off on some scientific data, especially Quick Reference Guide machine learning, deep learning aspects! However, each share of all comparison is for a piece of content, relatively speaking, is not comprehensive enough. Moreover, the fragmented data collection and collation quick nor easy!
Today, I found a great, super-wide scientific data manual machine learning, content is very rich, can be said to be very comprehensive. With a look, absolutely useful!
Finishing this complete scientific data manual was written by Favio Vázquez from Mexico. He is a physicist and computational engineer, love science, philosophy, programming, research is cosmology and big data.
Author spent a lot of effort to organize complete information, build the project called ds-cheatsheets , online address is:
https://github.com/FavioVazquez/ds-cheatsheets
Currently, the project has harvested 4500 + Stars up.
table of Contents:
The scientific data Quick Reference Guide contains a total of 10 large pieces of content, namely:
Business Science
Python
R
Math and Calculus
Big Data
Machine Learning
Deep Learning
SQL
Data Visualization
Data Science in General and Others
Let us enumerate some key content therein! ( Full version HD pictures and pdf Obtaining see the end of the article )
1. Business Science
Business Science Problem Framework
Data Science with Python Workflow
2. Python
Python Basics
Pandas Basics
Pandas
Jupyter
Numpy Basics
Begginers Python Cheat Sheet
Python 3 Memento
3. R
R Studio IDE
Base R
4. Math and Calculus
Refresher Algebra and Calculus
Refresher Probabilities and Statistics
Fundamentals of Probabilities
5. Big Data
Pyspark RDD
Pyspark DF
6. Machine Learning
Scitk-Learn
Regression
VIP Supervised Learning
Segmentation and Clustering
VIP Unsupervised Learning
VIP Machine Learning Tips and Tricks
7. Deep Learning
Neural Network Graphs
Deep Learning Basics
Convolutional Neural Networkds
Recurrent Neural Networks
Tips and Tricks
8. SQL
SQL cheatsheet by sqltutorial
9. Data Visualization
Matplotlib
Seaborn
Comprehensive Guide to Data Visualization in Python
10. Data Science in General and Others
Vim
Emacs
Git - Atlassian's Cheatsheet
BASH
整个项目包含的速查手册实在是太多了，这里列举的只是一部分代表性内容。大家可以在原项目地址查阅。
At the same time, I am also ready to give you all more than 100+ complete copies of images or pdf Quick Reference projects, and high-definition version. Obtaining address:
Links: https://pan.baidu.com/s/1_Q-j3IbJWxm1jK_KQtmH-g
Extraction code: g2xm
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