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Practical data science courses - from basic to intermediate

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seaborn deprecation warning: ``` `distplot` is a deprecated function and will be removed in seaborn v0.14.0. Please adapt your code to use either `displot` (a figure-level function with similar flexibility)...

bug

## Issue Description The notebook currently lacks a section on type hints, which are a significant feature of modern Python programming for static type checking and code clarity. ## Proposed...

## Issue Description The notebook introduces basic DataFrame operations but can be expanded to showcase a wider range of common manipulations, including handling missing data and more complex filtering. ##...

enhancement

**Labels**: `clarification`, `matplotlib`, `documentation` **Priority**: Low **Description**: The notebook ends with a comment on Matplotlib-style parameters that might imply the configurations are specific to Matplotlib, while they also affect Seaborn...

**Labels**: `documentation`, `clarification` **Priority**: Medium **Description**: The notebook introduces the violin plot without explaining what it represents or how to interpret it, which could leave readers unfamiliar with this type...

**Labels**: code, consistency, documentation **Priority**: Medium **Description**: The notebook uses both pandas plotting and matplotlib for visualization without clearly explaining when and why to use one over the other. This...

A lot has happened in this area since the course was designed, e.g. libraries like - https://www.sktime.net - https://pyts.readthedocs.io I'm afraid the material is becoming too outdated to be relevant....

For some reason including images from the hidden folder with ```markdown ![](notebooks/.assets/images/image.png) ``` is not working anymore (Jupyter update?) Todo: Move assets to normal folder and automatically adjust all paths...

![Screenshot 2024-02-13 at 09 22 40](https://github.com/point8/data-science-learning-paths/assets/875194/2770a802-ec12-4255-bc55-b98954a88cb3)