johink / PythonDS Public

Notifications You must be signed in to change notification settings
Fork 0
Star 1

Repo for Data Science & Programming with Python Course

1 star 0 forks Branches Tags Activity

Name		Name	Last commit message	Last commit date
Latest commit History 60 Commits
Practice Scripts		Practice Scripts
Solutions		Solutions
Week1		Week1
Week2		Week2
Week3		Week3
Week4		Week4
Week5		Week5
Week6		Week6
.gitignore		.gitignore
Data Science and Programming in Python Syllabus.docx		Data Science and Programming in Python Syllabus.docx
README.md		README.md

Repository files navigation

PythonDS

Repo for Data Science & Programming with Python Course, a twice-weekly workshop I put on for my classmates during our grad program at Wake Forest University, when I was still brand new to Python!

Topics:

Modules
- Pandas
- Sci-Kit Learn
- Numpy
- BeautifulSoup
- Matplotlib
- SQLAlchemy
Programming
- Python Syntax
- Pseudocode
- Recursion
- Scope
- Exceptions
- Regular Expressions
- Functional Programming
- Object-Oriented Programming
- Algorithms
- Algorithmic Complexity
Modeling Methodologies
- Text Mining
- Regression
- Classification Tree
- Random Forest
- Naive Bayes
- Clustering
Miscellaneous
- Linear Algebra
- HTML / CSS
- Web Scraping
- Twitter Mining