/DataScience

Data Science projects

Primary LanguageJupyter Notebook

Data Science projects

  1. Loan Analysis

    • OOP 1: Classes 
    • OOP 2: Special Methods
    • OOP 3: Inheritance
    • Recursion
    • Graphs and Tree (bst)
  2. BFS,DFS

    •  Web 1: Selenium
    •  Web 2: Recursive Crawl
    •  Web 3: Flask
    •  BFS,DFS
  3. AB testing

    • Dashboards
    • Regex
    • Visualization
    • AB testing
  4. Geo Analysis

    • geographic maps
    • shapefiles, GeoJSON
    • DPI (dots per inch)
    • geocoding
  5. Linear Regression

    • sklearn LinearRegression
    • explained variance
    • train/test split
    • PolynomialFeatures
    • OneHot Encoding
    • Pipelines
  6. Logistic Regression

    • LogisticRegression
    • multiclass, proba
    • decision boundaries
    • standardization
    • confusion matrices
    • accuracy, precision, recall