Today’s age is of the Data age, where lots of data is generated daily. One single Facebook “like” also generates data. So, you can imagine how much data is generated daily. So to find out useful information from a huge amount of data, Data Analyst comes into the picture. That’s why Data Analyst is a profitable, secure, and most demanding career. But when it comes to learning, most of us are stuck and don’t know where to learn. That’s why I thought to collect and combine all the Best Online Resources to Learn Data Analysis.
In this article, you can find the best online courses, tutorials, books, and YouTube tutorials to learn data analysis.
So give your few minutes and find out the Best Online Resources to Learn Data Analysis. You can bookmark this article so that you can refer to this article later.
Now without further ado, let’s get started-
Best Online Resources to Learn Data Analysis
Before discussing the resources, I would like to tell you what topics or skills you need to learn for data analysis-
Skills Required for Data Analysis-
Programming knowledge is a must-have skill for a Data Analyst. This is the core skill that makes a Data analyst apart from Business Analyst. You must know one or more programming languages like Python, R, or SAS.
Along with that, you should be familiar with data science libraries and packages (such as ggplot2, reshape2, NumPy, pandas, and scipy). Knowledge of all programming languages is not required. You can choose any language.
To become a successful data analyst, you should know Statistics. Statistics knowledge will give you the ability to decide which algorithm is good for a certain problem.
Statistics knowledge includes statistical tests, distributions, and maximum likelihood estimators. All are essential in data analysis.
As a data analyst, you have to deal with numbers. That’s why strong knowledge of Math is required. You should be familiar with multivariate calculus and linear algebra. Along with that, you should have an understanding of matrix manipulations, dot products, eigenvalues and eigenvectors, and multivariable derivatives.
4. Data Wrangling
Data wrangling is all about data collection and data cleaning. So, for that, you should know about database systems- both SQL-based and NoSQL-based. You should also be familiar with relational databases such as PostgreSQL, MySQL, Netezza, and Oracle, as well as Hadoop, Spark, and MongoDB.
5. Data visualization
As a Data Analyst, you have to showcase your findings in a visual form, so that stakeholders can understand them properly. This is an important step for a Data Analyst. That’s why the knowledge of Data Visualization is important. And for that, you should be familiar with data visualization tools like ggplot, matplotlib, Seaborn, and D3.js.
You should know various Reporting tools like Tableau and power bi. These tools have in-built visualization reporting tools. By drag and drop, you can create a wonderful presentation report.
6. Machine Learning
After having all previous skills, it’s good to have a basic knowledge of Machine Learning. Not all Data Analysts have Machine Learning knowledge, but if you want to get the extra privilege, it’s better to have Machine Learning skills.
You don’t need to learn the theory and implementation details behind all ML algorithms. All you need to know is its pros and cons, as well as when to and when not to apply these algorithms to a dataset.
So, these are some must-have skills for Data Analysis, now let’s move to the Best Online Resources to Learn Data Analysis.
Resources to learn Data Analysis
For your convenience, I have created separate tables for each resource. So let’s start with online courses-
And here the list ends. I hope these resources will definitely help you to learn and master data analysis. I would suggest you bookmark this article for future referrals. Now it’s time to wrap up.
In this article, I tried to cover all the Best Online Resources to Learn Data Analysis from online courses to YouTube videos. If you have any doubts or questions, feel free to ask me in the comment section.
All the Best!
Data Analyst Online Certification to Become a Successful Data Analyst
Coursera vs Udemy for Data Science: Which One is Better?
Best Online Courses for Data Science to become A Skilled Data Scientist
Applied Data Science With Python Specialization Review- Things to Know
IBM Data Science Professional Certificate Review- All You Need to Know
Best Course on Statistics for Data Science to Master in Statistics
8 Best Tableau Courses Online- Find the Best One For You!
8 Best Online Courses on Big Data Analytics You Need to Know in 2024
Best SQL Online Course Certificate Programs for Data Science
Best Online Courses for Excel to become an Expert!
7 Best SAS Certification Online Courses You Need to Know
15 Best Books on Data Science Everyone Should Read in 2024
How to Get a Data Analyst Job with no Experience and with Experience
Subscribe For More Updates!
Though of the Day…
‘ It’s what you learn after you know it all that counts.’– John Wooden