Clawdemy: Foundations

Clawdemy
  • 0,0 (0)
  • Autoajuda
  • Mensal

The mathematical foundations of AI, narrated. Linear algebra, calculus, statistics, and classical machine learning, one bite-size lesson at a time. A focused track from Clawdemy.

  1. 25 de mai.

    Higher-order derivatives: brief

    Overview of higher derivatives: notation, the second derivative as acceleration and curvature, the second-derivative test, and ML curvature uses.

  2. 25 de mai.

    Bias-variance tradeoff: brief

    Overview of the bias-variance lesson: what you will learn, where it fits, the prerequisite to have first, and the time and difficulty before you start.

  3. 25 de mai.

    Classification metrics: brief

    Overview of the classification metrics lesson: what you'll learn about the confusion matrix, precision, recall, ROC and AUC, plus prerequisites and read time.

  4. 25 de mai.

    t-SNE: brief

    What this t-SNE lesson covers: reading 2D cluster plots, what the method preserves and distorts, the perplexity dial, plus prerequisites and time to budget.

  5. 25 de mai.

    PCA, in brief

    A map of the PCA lesson: what you'll learn about principal components, scree plots and loadings, plus prerequisites and where it fits in unsupervised learning.

  6. 25 de mai.

    Taylor series: brief

    A roadmap to the Taylor series: why factorials matter, the e^x, sine, and cosine series, and how gradient descent and Newton's method are Taylor at work.

  7. 25 de mai.

    Train, test, cross-validation: brief

    Overview of the cross-validation lesson: learning outcomes, prerequisites, and time for train/validation/test splits, k-fold CV, and data-leakage traps.

  8. 24 de mai.

    Decision trees, in brief

    Overview of the decision trees lesson: what you will learn, how it builds on logistic regression and sets up random forests, prerequisites, and time.

Ver tudo (57)

Sobre

The mathematical foundations of AI, narrated. Linear algebra, calculus, statistics, and classical machine learning, one bite-size lesson at a time. A focused track from Clawdemy.

Informações

  • Criado por
    Clawdemy
  • Episódios
    57
  • Classificação
    Livre
  • Copyright
    Copyright © 2026 RBJ Global LLC. All rights reserved.
  • Site do podcast
    Clawdemy: Foundations