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Maths 0.1Lesson outlineLesson 1 of 1 in Module 0

The Maths Inside One Prediction

See every branch of this track at work inside one prediction and one training step, so each later video has a place to land.

Free sample. Everything in this module opens with a free account.Video in production.

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In this lesson9 parts

  1. 01A model prediction and the actual revenue
  2. 02Features, target and the mean baseline
  3. 03Weighted sum, vectors and the dot product
  4. 04Feature matrix, matrix–vector product and mean squared error
  5. 05The error function, the derivative and the gradient
  6. 06Checkpoint: prediction, error and training
  7. 07Probability products, logarithms and floating point underflow
  8. 08The computation in NumPy
  9. 09Recap, challenge, and next: functions and their graphs