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Merge pull request #40 from open-resources/treex4-datasciencetopics
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Draft data science topics and subtopics
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firasm authored Jul 8, 2023
2 parents 6a21977 + dd6d11f commit cddaac7
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## Topic Break

File Systems:
Topic Outcome:
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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

Ecosystems:
Topic Outcome:
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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

Terminal:
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Commands:
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## Topic Break

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

Markdown:
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Formatting:
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Bold:
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Italics:
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Lists:
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Links:
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Images:
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Debugging:
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## Topic Break

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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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:
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Unary Operators:
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Functions:
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Integrating Julia concepts:
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Debugging:
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## Topic Break

Data Analysis:
Topic Outcome:
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Exploratory Data Analysis:
Subtopic Outcome:
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Pandas:
Subtopic Outcome:
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Data frames:
- Loading
- Creating
- Merging
- Appending
- Index
- Multi Index
Numpy:
Subtopic Outcome:
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Tidyverse:
Topic Outcome:
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Excel:
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Excel functions:
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## Topic Break

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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