All Data Visualizations in Data Science using Python

Aman Kharwal
1 min readMay 21, 2022

Visualizing data is one of the most valuable skills every Data Scientist and Analyst should have. There are a lot of data visualizations to learn in data science. So if you are a beginner in data science and want to learn and practice data visualization using Python, this article is for you. In this article, I will take you through a list of tutorials on all the data visualizations in data science using Python.

All Data Visualizations in Data Science using Python

Below are all the data visualizations in data science with their implementation using Python:

  1. Line Plot & Important Matplotlib Functions
  2. Bar plot
  3. Histogram and density plots
  4. Scatter plot
  5. User Funnels
  6. Heatmap
  7. Pie Chart
  8. Donut plot
  9. Box plot
  10. Time Series Graph
  11. Violin plot
  12. Treemap
  13. Plotting Annotations
  14. Word Cloud
  15. Visualizing a neural network architecture
  16. Visualizing a machine learning algorithm
  17. Candlestick chart
  18. Animated scatter plot
  19. Sunburst plot
  20. Choropleth map
  21. Visualizing a decision tree
  22. AUC and ROC Curve
  23. Most important data visualizations in data science

There are many more data visualizations that you can learn to visualize your data. I will keep updating the above list of visualizations regularly with more tutorials.

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