Summary and sharing of machine learning cheat sheet resources

Time:2021-9-12

This paper collects and arranges the machine learning checklist, includingMachine learning, python, numpy, pandas, Matplotlib, linear algebra, calculus, statistics, probability theoryAnd other related quick reference tables. I have established an open source projectMachineLearningCheatsheets, I will continue to update various cheatsheets related to machine learning. Welcome to star.

catalogue

machine learning

Neural network architecture

Neural network structure quick look-up table, including perceptron, feedforward neural network, radial basis function network, cyclic neural network, etc.

Summary and sharing of machine learning cheat sheet resources
Limited to the compression of the picture platform, welcome to the official account caiyongji reply [ml-cheatsheet] to get HD PDF files.

Azure machine learning algorithm

Microsoft azure machine learning has a large algorithm library from classification, recommendation system, clustering, exception detection, regression and text analysis series. Each aims to solve different types of machine learning problems.

Each machine learning algorithm has its own style or inductive bias. For a particular problem, several algorithms may be appropriate, and one algorithm may be more appropriate than others. However, it is not always possible to know in advance which method is most appropriate. In this case, several algorithms will be listed in the quick look-up table at the same time. The appropriate strategy is to try one algorithm. If the results are still unsatisfactory, try other algorithms.

Summary and sharing of machine learning cheat sheet resources

SAS machine learning algorithm

This resource is mainly designed for beginners to intermediate data scientists or analysts who are interested in identifying and applying machine learning algorithms to solve problems they are interested in.
Even experienced data scientists cannot determine which algorithm performs best before trying different algorithms. We do not advocate a completion method, but we do want to provide guidance on which algorithms to try first based on some clear factors.

Summary and sharing of machine learning cheat sheet resources

The world of machine learning algorithms

This is a very good information diagram, which shows the basic types of machine learning algorithms.

Summary and sharing of machine learning cheat sheet resources

Data iku machine learning algorithm

We (data iku) briefly summarize the top-level algorithms used in prediction analysis, as you can see below.

Summary and sharing of machine learning cheat sheet resources

Python

Python quick look-up table

Summary and sharing of machine learning cheat sheet resources

Summary and sharing of machine learning cheat sheet resources

Python import data

Summary and sharing of machine learning cheat sheet resources

Numpy

Numpy supports a large number of dimensional array and matrix operations. It is a python library for array operations. I used to be inAdvanced machine learning seriesIt was said in the bookPre machine learning (III): master common numpy usage in 30 minutes

Summary and sharing of machine learning cheat sheet resources

Summary and sharing of machine learning cheat sheet resources

Summary and sharing of machine learning cheat sheet resources

Pandas

Pandas provides fast, flexible and expressive data structures and is a powerful Python library for data analysis.
I have written nearly ten thousand words about pandas.
I used to be inAdvanced machine learning seriesIt was said in the bookPre machine learning (4): master the usage of pandas in one article

Summary and sharing of machine learning cheat sheet resources

Summary and sharing of machine learning cheat sheet resources

Space relationship, the above is only partpandasPlease refer to the open source project for the quick look-up table picture and PDF original fileMachineLearningCheatsheets

Matplotlib

Articles on Matplotlib are included inAdvanced machine learning series

Summary and sharing of machine learning cheat sheet resources
Limited to the compression of the picture platform, welcome to the official account caiyongji reply [ml-cheatsheet] to get HD PDF files.

Scikit-Learn

Summary and sharing of machine learning cheat sheet resources
Limited to the compression of the picture platform, welcome to the official account caiyongji reply [ml-cheatsheet] to get HD PDF files.

spaCy

Summary and sharing of machine learning cheat sheet resources
Limited to the compression of the picture platform, welcome to the official account caiyongji reply [ml-cheatsheet] to get HD PDF files.

Bokeh

Summary and sharing of machine learning cheat sheet resources
Limited to the compression of the picture platform, welcome to the official account caiyongji reply [ml-cheatsheet] to get HD PDF files.

mathematics

probability theory

Summary and sharing of machine learning cheat sheet resources

Space relationship, the above is only partprobability theoryPlease refer to the open source project for the quick look-up table picture and PDF original fileMachineLearningCheatsheets

linear algebra

Summary and sharing of machine learning cheat sheet resources
Space relationship, the above is only partlinear algebraPlease refer to the open source project for the quick look-up table picture and PDF original fileMachineLearningCheatsheets

statistics

Summary and sharing of machine learning cheat sheet resources

Space relationship, the above is only partstatisticsPlease refer to the open source project for the quick look-up table picture and PDF original fileMachineLearningCheatsheets

Calculus

Summary and sharing of machine learning cheat sheet resources

Space relationship, the above is only partCalculusPlease refer to the open source project for the quick look-up table picture and PDF original fileMachineLearningCheatsheets