elephantscale/python-labs

This is for python language basics

Python Labs

Lab Environment

Instructor will provide access to lab environment

Notes

• During this class we will use Jupyter Notebook and Vscode to write our codes.
• Labs are designed to be executed on Ubuntu and Jupyter notebook, working on Windows might require some modifications as python works best on Linux.

Labs

Python Basics

Install

• Install Python and Vscode on Windows

Hello World

• Python in shell
• Running with Script file

Language Basics

• Types
• Conditionals
• Loops
• Functions
• String
• Files
• OOP

4. Numpy/

   • 1-numpy-intro.ipynb

5. Pandas/

   • 1-pandas-intro.ipynb
   • 2-pandas-exploration.ipynb

6. Web

   • 1-setup-dev-env.ipynb
   • 2-time-tracker-webservice.ipynb
   • 3-time-tracker-webclient.ipynb

7. Database

   • 1-databases.ipynb

8. Deployment

   • 1-dockerfile.md

9. Interop

10. RxPy

11. Notebooks

    • Learning Notebooks

12. Language Basics

    • Types
    • Conditionals
    • Loops
    • Functions

13. NumPy

    • Numpy Intro

14. Stats

    • Stats Basics
    • Linear Regression
    • Logistic Regression

15. Pandas

    • Pandas Intro
    • Pandas Exploration

16. Visualization

    • Visualization Intro
    • Plot Cars
    • Heat Map
    • ggplot

17. Exploration

    • Data Cleanup
    • Explore House Sales
    • Visualize House Sales
    • Explore Prosper
    • Explore Walmart

18. ML with Scikit-Learn

    • Scikit-Learn Intro
    • Scikit Learn Linear Regression
    • Scikit Learn Clustering Mtcars Dataset
    • Scikit Learn Clustering NYC Flights Dataset
    • Scikit Learn Classification NYC Flights Dataset

19. Recommendations

    • Recommendations Movielens
    • Recommendations Audioscrobble

Related Modules

• Python Language
• Python Text
• Python Machine Learning

1. Text Analysis With NLTK
   • NLTK Intro
   • Analyzing Text With NLTK
   • NLTK Ngrams
   • TextBlob
   • TFIDF
2. Text Analysis With Scikit-Learn
   • TFIDF Scikit-Learn
3. Text Analysis With Spacy
   • Basic Spacy
   • Spacy Intro
   • Spacy Feature OVerview
   • Spacy Yelp Dataset
4. Text Analysis With Gensim
   • Topic Modeling Intro
   • Topic Modeling Newsgroups)

Related Courses

• Python Language
• Python Data Science
• Python Machine Learning

1. Python Language Labs
2. Python Data Science Labs
3. Python Text Labs

We also have another python repo which is our ML course which maps closely to the Spark Machine Learning.

This is in the Python ML labs location

1. Python ML Labs