ML Playground

Demo catalog

Filter by category and level to find the right demo. Each available demo runs a real ML algorithm in the browser, with its own interactive playground. Demos marked as planned or coming soon don't implement a real algorithm yet and will be added in later phases.

Category
Level

6 demos found

  • Regression · Beginner

    Linear regression

    Fit a line to a set of points and watch how the mean squared error changes.

    • loss function
    • gradient descent
    • outliers
  • Classification · Beginner

    K-Nearest Neighbors

    Classify a new point based on its nearest neighbors and see the effect of k.

    • distance
    • feature scaling
    • inference cost
  • Classification · Intermediate

    Decision tree

    Visualize how the data space gets split and how the tree grows in parallel.

    • Gini
    • entropy
    • depth
  • Classification · Intermediate

    Logistic regression

    Fit a linear boundary that separates two classes and watch the log loss evolve.

    • sigmoid function
    • log loss
    • gradient descent
  • Clustering · Intermediate

    K-Means

    Run a clustering algorithm iteration by iteration and watch the centroids move.

    • centroids
    • inertia
    • initialization
  • NLP · Intermediate

    Text similarity with TF-IDF

    Compare two texts and see their vector representation and cosine similarity.

    • tokenization
    • TF-IDF
    • cosine similarity