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    Data Science, Machine Learning & AI

    Welcome to your Data Science & AI learning hub. Browse by section below, or start with Getting Started if you're just beginning.

    Sections

    Quantitative Foundations

    Quantitative Foundations

    Statistics, probability, and finance math. The quantitative skills that underpin data science and finance.

    Guides

    πŸ—ΊοΈ

    The Math Behind Data Science: What You Actually Need to Know

    What concepts matter, what libraries handle, and how to learn as you go

    Courses

    Free6 lessons

    Introduction to Statistics

    Foundational concepts in statistics

    Statistical Concepts and Market Returns
    Free19 lessons

    Statistical Concepts and Market Returns

    Statistical measures applied to financial data

    Probability Concepts
    Free20 lessons

    Probability Concepts

    Fundamental probability theory and concepts

    Common Probability Distributions
    Free20 lessons

    Common Probability Distributions

    Normal, binomial, Poisson, and other key distributions

    Probability Distributions (Advanced)
    Premium7 lessons

    Probability Distributions (Advanced)

    Advanced distribution concepts for risk

    Sampling and Estimation
    Free15 lessons

    Sampling and Estimation

    Statistical sampling and parameter estimation

    Hypothesis Testing
    Free13 lessons

    Hypothesis Testing

    Statistical hypothesis testing and inference

    Free8 lessons

    Linear Regression

    Simple and multiple linear regression

    Quantitative Methods
    Premium17 lessons

    Quantitative Methods

    Advanced quantitative techniques

    Understanding Portfolio Math
    Free8 lessons

    Understanding Portfolio Math

    Mathematical foundations for portfolio management: returns, risk, correlation, and diversification

    Premium8 lessons

    Volatility

    Understanding and modeling volatility in financial markets

    Value at Risk
    Free7 lessons

    Value at Risk

    Understand VaR concepts and calculation methods

    Premium8 lessons

    Statistical Foundations of VaR

    Mathematical foundations of Value at Risk measurement

    Free6 lessons

    Introduction to Quantitative Finance

    Overview of quantitative finance concepts and career paths

    Free10 lessons

    Credit Risk Management

    Principles and concepts of credit risk management

    Foundations of Credit Risk Modelling
    Free6 lessons

    Foundations of Credit Risk Modelling

    Conceptual foundations for building credit risk models

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