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Merge pull request #40 from open-resources/treex4-datasciencetopics
Draft data science topics and subtopics
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## Topic Break | ||
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File Systems: | ||
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Directories: | ||
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Relative Paths: | ||
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Absolute Paths: | ||
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Converting between Relative and Absolute Paths: | ||
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## Topic Break | ||
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Ecosystems: | ||
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Jupyter: | ||
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Quarto: | ||
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RStudio: | ||
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Visual Studio Code: | ||
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## Topic Break | ||
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Terminal: | ||
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Commands: | ||
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## Topic Break | ||
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Version Control: | ||
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Git: | ||
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Repositories: | ||
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Cloning: | ||
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GitHub: | ||
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Forking: | ||
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Branching: | ||
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Rebasing: | ||
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Pull requests: | ||
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Collaboration: | ||
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## Topic Break | ||
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Markdown: | ||
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Formatting: | ||
Headings: | ||
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Bold: | ||
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Italics: | ||
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Lists: | ||
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Code Blocks: | ||
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Code Fences: | ||
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Links: | ||
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Images: | ||
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Debugging: | ||
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## Topic Break | ||
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Programming: | ||
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Control Flow: | ||
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Assignment: | ||
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Python: | ||
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Variables: | ||
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Operators: | ||
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Arithmetic Operators: | ||
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Unary Operators: | ||
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Logical Operators: | ||
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Data Types: | ||
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Control Flow: | ||
- if/else statements | ||
- case/match statements | ||
- for loops | ||
- while loops | ||
- do while loops | ||
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Dictionaries: | ||
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Lists: | ||
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Functions: | ||
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Integrating python concepts: | ||
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Debugging: | ||
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R: | ||
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Variables: | ||
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Operators: | ||
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Arithmetic Operators: | ||
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Unary Operators: | ||
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Logical Operators: | ||
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Data Types: | ||
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Control Flow: | ||
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Functions: | ||
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Exception Handling: | ||
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Integrating R concepts: | ||
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Debugging: | ||
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Julia: | ||
Subtopic Outcome: | ||
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Variables: | ||
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Arithmetic Operators: | ||
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Unary Operators: | ||
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Logical Operators: | ||
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Data Types: | ||
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Control Flow: | ||
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Functions: | ||
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Exception Handling: | ||
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Integrating Julia concepts: | ||
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Debugging: | ||
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## Topic Break | ||
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Data Analysis: | ||
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Exploratory Data Analysis: | ||
Subtopic Outcome: | ||
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Pandas: | ||
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Data frames: | ||
- Loading | ||
- Creating | ||
- Merging | ||
- Appending | ||
- Index | ||
- Multi Index | ||
Numpy: | ||
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Tidyverse: | ||
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Excel: | ||
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Excel functions: | ||
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## Topic Break | ||
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Data Visualization: | ||
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Effective visualizations: | ||
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Effective dashboards: | ||
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Tableau: | ||
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Interactivity: | ||
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