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HomeBlogData ScienceData Science Cheat Sheets [Complete Collection]
You know what? While learning data science we tend to write code, learn new things, we try to develop ourselves by learning new algorithms, statistical methods, and Concepts. Most of the time, we use Google to search for various information like code syntax, math formulas, etc. And we use it in our code or in Jupyter notebooks and go straight to the next point, forgetting about its use in the next iteration️. Or We make a cheat sheet to store the information in a compact and concise manner.
Today, we will have a brief review of data science cheat sheets. Along with various tool use, concepts and cheat sheets on best practices. Comprehensive data is lined up next, before that, we should know what we need, right? We should know, data science is a multidisciplinary field, and it has many things to offer. If your new to this journey you should have a look at this Data Science Bootcamp syllabus.
Let’s start!!!
It is a piece of paper tend to refresh or give quick reference intended to aid one’s memory. We tend to use it by, putting formulas, code syntax or concepts on paper for quick scan.
Cheat sheets are a great recourse for quick information about various data science topics, they are best for beginner to experienced data scientists looking for brush-up their skills. When I was in high school and college, I used to make cheat sheet the old-school way, using pen and paper for various hard topics I wanted to learn better. For me It took time, but it was worthy, all information I wanted I had on cheat sheets.
Thanks to internet, now we don’t have to use the old-school method much often. People with designing and representation skills have created many data science cheat sheets in different languages which are more than sufficient for our beginner requirement.
Note: Always add example with concepts, you will not forget concept.
Following are topic-wise cheat sheets. Do suggest if you need any specific topic cheat sheet.
Well, these are some best cheat sheets for kickstart to data science journey. If you think you need a helping partner for learning data science and want to know more about bootcamp must follow KnowledgeHut Data Science Bootcamp syllabus.
A data scientist has to take many decisions based on various statistical knowledge, visualization. Also, he has to deal with data manipulation, aggregation, model building, model evaluation, etc. Keep track of these manipulation, building and evaluation metrics. This way cheat sheet makes life easier in terms of task handling. If you want to know more about data science role and responsibility or more motivated to learn data science have a look at Data Science Course online.
Other than retaining information at figure tips, there are other benefits of cheat sheets as follow:
Now without wasting more time, let’s have look in following Cheat sheets.
In this article we saw various cheat sheet for data science topics, we started from what is cheat sheet? Benefits of Cheat sheet, cheat sheets ranging from probability till ggplot2, how to make cheat sheets? Materials you need to make cheat sheets and steps to create cheat sheet. You can start by making simple cheat sheets for formulae and definitions. More information is conveyed if you diagram in cheat sheet. I hope this article is helpful and makes you motivated to create your cheat sheets. It could be anything math, python procedure for EDA, import-export, distributions and algorithms. Kindly share your thoughts and post your questions, I will be happy to answer them. In the next article, I will add other topic cheat sheets.
You can start by deciding realistic goals and plan accordingly.
It is concise and compact informative sheet of paper which include basic information about data science. It consists data types, algorithms, machine learning, NLP, deep learning, data analytics and data processing.
I will start by collecting data required for understanding the data science. Then I will follow already available cheat sheets for reference. Start writing as mentioned in the above headings: to make the Perfect Cheat Sheet and Steps to make the perfect Cheat sheet or Reference Sheet.
The main purpose of a cheat sheet is quick reference. Also, to revise the topics and concepts, to look for syntax of code, to follow steps of procedure, to learn diagrams, flowcharts, etc. It normally contains references to terms, commands or symbols.
Cheat sheet for excel is important for cell selection, formatting, data addition, workbooks, formulas, etc. I use them for data analysis and data understanding with various plots and tables. Follow this Excel Cheat sheet for data science understanding.
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