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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -13,7 +13,7 @@ While there are many plotting libraries to choose from, the prolific Matplotlib

## Workshop Outline

This is a workshop on data visualization in Python first delivered at [ODSC West 2021](https://odsc.com/speakers/introduction-to-data-visualization-in-python/) and subsequently at [ODSC East 2022](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), [PyCon Italia 2022](https://pycon.it/en/talk/beyond-the-basics-data-visualization-in-python?day=2022-06-03), [ODSC Europe 2022](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), [EuroPython 2022](https://ep2022.europython.eu/session/beyond-the-basics-data-visualization-in-python), [ODSC West 2022](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), the Toronto Machine Learning Summit (TMLS) 2022, [PyCon US 2023](https://us.pycon.org/2023/schedule/presentation/17/), [ODSC East 2023](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), [PyCon Italia 2023](https://pycon.it/en/event/beyond-the-basics-data-visualization-in-python-2), [PyCon Portugal 2023](https://pretalx.evolutio.pt/pycon-pt-2023/talk/STX8K3/), PyCon Colombia 2024, and EuroSciPy 2025. It's divided into the following sections:
This is a workshop on data visualization in Python first delivered at [ODSC West 2021](https://odsc.com/speakers/introduction-to-data-visualization-in-python/) and subsequently at [ODSC East 2022](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), [PyCon Italia 2022](https://pycon.it/en/talk/beyond-the-basics-data-visualization-in-python?day=2022-06-03), [ODSC Europe 2022](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), [EuroPython 2022](https://ep2022.europython.eu/session/beyond-the-basics-data-visualization-in-python), [ODSC West 2022](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), the Toronto Machine Learning Summit (TMLS) 2022, [PyCon US 2023](https://us.pycon.org/2023/schedule/presentation/17/), [ODSC East 2023](https://odsc.com/speakers/introduction-to-data-visualization-in-python/), [PyCon Italia 2023](https://pycon.it/en/event/beyond-the-basics-data-visualization-in-python-2), [PyCon Portugal 2023](https://pretalx.evolutio.pt/pycon-pt-2023/talk/STX8K3/), PyCon Colombia 2024, EuroSciPy 2025, and Python Brasil 2025. It's divided into the following sections:

### Section 1: Getting Started With Matplotlib
We will begin by familiarizing ourselves with Matplotlib. Moving beyond the default options, we will explore how to customize various aspects of our visualizations. By the end of this section, you will be able to generate plots using the Matplotlib API directly, as well as customize the plots that libraries like pandas and Seaborn create for you.
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