From 62bc8134be1d300df8383f67418f9c3c29c2df9d Mon Sep 17 00:00:00 2001 From: Jen Looper Date: Sat, 5 Jun 2021 13:46:41 -0400 Subject: [PATCH] voronai --- 5-Clustering/2-K-Means/README.md | 6 +++++- 5-Clustering/2-K-Means/images/voronoi.png | Bin 0 -> 87533 bytes 2 files changed, 5 insertions(+), 1 deletion(-) create mode 100644 5-Clustering/2-K-Means/images/voronoi.png diff --git a/5-Clustering/2-K-Means/README.md b/5-Clustering/2-K-Means/README.md index 3638a2963..3c2f48f91 100644 --- a/5-Clustering/2-K-Means/README.md +++ b/5-Clustering/2-K-Means/README.md @@ -18,7 +18,9 @@ Terms you will learn about: [K-Means Clustering](https://wikipedia.org/wiki/K-means_clustering) is a method derived from the domain of signal processing. It is used to divide and partition groups of data into 'k' clusters using a series of observations. Each observation works to group a given datapoint closest to its nearest 'mean', or the center point of a cluster. The clusters can be visualized as [Voronoi diagrams](https://wikipedia.org/wiki/Voronoi_diagram), which include a point (or 'seed') and its corresponding region. -TODO infographic of Voronoi diagram (https://en.wikipedia.org/wiki/Voronoi_diagram) +![voronoi diagram](images/voronoi.png) + +> infographic by [Jen Looper](https://twitter.com/jenlooper) The K-Means Clustering process [executes in a three-step process](https://scikit-learn.org/stable/modules/clustering.html#k-means): @@ -188,6 +190,8 @@ print('Accuracy score: {0:0.2f}'. format(correct_labels/float(y.size))) This model's accuracy is not very good, and the shape of the clusters gives you a hint why. In Scikit-Learn's documentation, you can see that a model like this one, with clusters not very well demarcated, has a 'variance' problem: ![problem models](images/problems.png) + +> Infographic from Scikit-Learn ## Variance Variance is defined as "the average of the squared differences from the Mean."[source](https://www.mathsisfun.com/data/standard-deviation.html) In the context of this clustering problem, it refers to data that the numbers of our dataset tend to diverge a bit too much from the mean. diff --git a/5-Clustering/2-K-Means/images/voronoi.png b/5-Clustering/2-K-Means/images/voronoi.png new file mode 100644 index 0000000000000000000000000000000000000000..6431d3e400b3bdaa2576fb03a532b7b8c817c47b GIT binary patch literal 87533 zcmZ^~1y~%-vM{_jEbi`3kj35I-EDFA;O-FI-Q6K*@MQ@eBxoSPH4xk($3005vXD#&O70I&>iKYC=ux0W3v?&G%#-cC|g z5&&pRL4CDAc)O;uQqWQb00Q0+!=eCy=eMS?H#~0;0PqtG00`v*0EF&^y_zC#9jP`3 zingk%0G2lx8Gs0b2!MNoU;wahC!GI+VcuX8z(1VdAb=hW>3_p!Fiii0AL{^s|1TWd 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