/Dataquest

The projects of Dataquest

Primary LanguageJupyter Notebook

Dataquest

dataquest.io上的项目。

  1. Python Introduction Project.
  2. Data Analysis with Pandas: Intermediate Project.
  3. Exploratory Data Visualization Project
  4. Storytelling Through Data Visualization Project
  5. Data Cleaning Project 1
  6. Data Cleaning Project 2
  7. Data Munging Using The Command Line Project
  8. SQLite Fundamental And Python Project
  9. Answering Business Questions using SQL
  10. Designing and Creating a Database
  11. Probability and Statistics in Python: Beginner Project
  12. Probability and Statistics in Python: Intermediate Project
  13. Machine Learning in Python: Basic Project
  14. Machine Learning in Python: Linear Regression Project
  15. Machine Learning in Python: Decision Tree Project
  16. Machine Learning in Python: Machine Learning Walk Through Project
  17. First Kaggle Competition Project
  18. Processing Large Datasets in Pandas Project I
  19. Processing Large Datasets in Pandas Project II
  20. Analyzing Data With Parallel Processing Project
  21. Analyzing Data With Pipeline Project

What's involved:

  • Data Cleaning
  • Data Visualization
  • Machine Learning (Basics)
  • Data Engineering
    • Minimize data memory footprint
    • Chunk processing
    • Multi-threading\processing
    • Pipeline Design
  • Database: SQLitte