ML Models

• Supervised Learning

  • Regression

    • Linear Regression - Simple (1 -> 1) & Multiple (Many -> 1)
    • Lasso Regression - L1
    • Ridge Regression - L2
    • Elastic Net

  • Classification

    • Logistic Regression
    • Support Vector Machines
    • Naive Bayes

• Un-Supervised Learning

Data Science

• Data Visualisation

  • Box & KDE
  • Histogram & Bar
  • Pie Chart
  • Correlation Heatmap

• Preprocessing

  • Scaling or Standarization

• Maths

  • Probability

    • Distribution Function - Types
    • Addition Rule - OR
    • Product Rule - AND

  • Statistics

    • Types, Sets - Intro
    • Measure of Dispersion

  • Linear Algebra / Geometry

    • Eqn of Line in ND
    • Origin to Point Distance
    • Vector Dot Product
    • Vector Projection