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descend's Introduction

Descend

Interactive machine learning demonstrations. A clickable graph allow you to input data. Use the controls buttons to begin a gradient descent algorithm (TODO: more fun things!). Visualie the current model fit alongside the best analytic fit, with stats such as model cost history and a graph displaying the cost for nearby parameter values.

See it live at ozydingo.github.io/descend

Here's a screenshot: Descend screenshot

Models

  • Linear Regression (done)
  • Logistic regression & classification (todo)
  • Autoregressive model (todo)
  • Basic neural net (todo)

TODO

  • Adjustible learning rate parameter.
  • Add non-linear terms (orders, sin).
  • Add trace to costscape to show history of model param estimates

descend's People

Contributors

jonmountjoy avatar o-i avatar ozydingo avatar pmq20 avatar schneems avatar

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