Uploaded July 2023 | Updated September 2026, 2 weeks ago
To improve the accuracy of our machine learning classifier, we'll implement another feature where we measure how round a shape is. We do this by first computing the convex hull, then measuring its roundness by first calculating its length and area and comparing it with the area of a circle of the same length. Then, we add this feature to create a 4 dimensional feature vector and use the KNN classifier using the Euclidean distance.
The Course: youtube.com/playlist?list=PLB0Tybl0UNfYe9aJXfWw-Dw_4VnFrqRC4
💻 Code
github.com/gniziemazity/ml-course-phase-2
✔️ Use P4 to follow along
✔️ P5 is the code after this lesson
Draw the Portal Game Tutorial (Inspired from Dr. Strange):
youtu.be/0SxiyLk2IMM
Why the Circle has the Largest Area:
youtu.be/CFBa2ezTQJQ
Euclidean Distance Video:
youtu.be/3rPwfmrCwVw
⭐️TIMESTAMPS⭐️
00:00 Course Introduction
01:08 Roundness Function
04:27 Triangle Area
07:52 Debugging
15:23 Analysis and Discussion
To improve the accuracy of our machine learning classifier, we'll implement another feature where we measure how round a shape is. We do this by first computing the convex hull, then measuring its roundness by first calculating its length and area and comparing it with the area of a circle of the same length. Then, we add this feature to create a 4 dimensional feature vector and use the KNN classifier using the Euclidean distance.
The Course: youtube.com/playlist?list=PLB0Tybl0UNfYe9aJXfWw-Dw_4VnFrqRC4
💻 Code
github.com/gniziemazity/ml-course-phase-2
✔️ Use P4 to follow along
✔️ P5 is the code after this lesson
Draw the Portal Game Tutorial (Inspired from Dr. Strange):
youtu.be/0SxiyLk2IMM
Why the Circle has the Largest Area:
youtu.be/CFBa2ezTQJQ
Euclidean Distance Video:
youtu.be/3rPwfmrCwVw
⭐️TIMESTAMPS⭐️
00:00 Course Introduction
01:08 Roundness Function
04:27 Triangle Area
07:52 Debugging
15:23 Analysis and Discussion


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