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Supervised Learning

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Linear Regression and Gradient Descent From Scratch in Python

  • Locked trick - Bike shop: two ways to fix a wheel. Ride this lesson to collect it.
  • Locked trick - Top of a grassy slope. Ride this lesson to collect it.
  • Locked trick - First push off the kerb. Ride this lesson to collect it.
  • Locked trick - Downhill, wobbling faster and faster. Ride this lesson to collect it.
  • Locked trick - Two hills of very different height. Ride this lesson to collect it.

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Classification: Logistic Regression and Decision Trees Explained

  • Locked trick - Junction with a gentle S-bend. Ride this lesson to collect it.
  • Locked trick - Mixed bag at the roadside stall. Ride this lesson to collect it.
  • Locked trick - Choosing between two shortcuts. Ride this lesson to collect it.
  • Locked trick - Toll gate with a dial. Ride this lesson to collect it.
  • Locked trick - Mountain pass: how deep to go?. Ride this lesson to collect it.

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Model Selection and Cross-Validation: Pick the Right Model Fairly

  • Locked trick - Bike park with five trails. Ride this lesson to collect it.
  • Locked trick - Winding path through the woods. Ride this lesson to collect it.
  • Locked trick - Two riders crossing the line together. Ride this lesson to collect it.
  • Locked trick - Rare flowers along the verge. Ride this lesson to collect it.
  • Locked trick - Podium after a long race series. Ride this lesson to collect it.

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Class Imbalance, Metric Choice and Data Leakage: Why Results Look Too Good

  • Locked trick - Parcel depot, sorting line. Ride this lesson to collect it.
  • Locked trick - Delivery van, doors closing. Ride this lesson to collect it.
  • Locked trick - Weighing scales at the depot. Ride this lesson to collect it.
  • Locked trick - Repair stand: practice rounds only. Ride this lesson to collect it.
  • Locked trick - Finish tent: no peeking at the answer sheet. Ride this lesson to collect it.

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