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Road Map to Data Science-AI-ML - Coggle Diagram

- - - - 📌Vectors and matrices
      - 📌Matrix operations (addition, subtraction, multiplication)
      - 📌Eigenvalues and eigenvectors
      - 📌Singular Value Decomposition (SVD)
    - - 📌Limits and continuity
      - 📌Derivatives and integrals
      - 📌Partial derivatives
      - 📌Multivariate calculus
    - - 📌Descriptive statistics (mean, median, mode)
      - 📌Probability theory
      - 📌Probability distributions (normal, binomial, Poisson)
      - 📌Hypothesis testing and confidence intervals
      - 📌Regression analysis
      - 📌Optimization:
      - 📌Gradient descent
      - 📌Convex optimization
    - - 📌Set theory
      - 📌Graph theory
      - 📌Combinatorics