In theory, PCA produces the same number of principal components as there are features in the training dataset. Principal components are orthogonal projections of data onto lower-dimensional space. But in very large datasets (where the number of dimensions can surpass 100 different variables), principal components remove noise by reducing a large number of features to just a couple of principal components. ![]() In the small 2-dimensional example above, we do not gain much by using PCA, since a feature vector of the form (feature1, feature2) will be very similar to a vector of the form (first principal component (PCA1), second principal component (PCA2)). Getting principal components is equivalent to a linear transformation of data from the feature1 x feature2 axis to a PCA1 x PCA2 axis. PCA allows us to go a step further and represent the data as linear combinations of principal components. The original data can be represented as feature vectors. The second component is orthogonal to the first, and it explains the greatest amount of variance left after the first principal component. ![]() The first principal component is computed so that it explains the greatest amount of variance in the original features. The principal components are vectors, but they are not chosen at random.
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MC-168091 – Concrete powder does not convert into concrete when dropped into deep water.MC-167709 – Bees that ride a boat, minecart or other entities when entering their hive or nest cannot leave the hive or nest ever again.MC-167444 – iron_golem_crackiness_* textures show up on invisible iron golems that are damaged.MC-167344 – .ClipboardManager leaks direct buffers.MC-167235 – Distance from where you can enter a bed is off center. ![]() MC-167220 – Items on marker armor stands no longer glow.MC-167219 – Reloading a resource pack enough times will cause intense lag.MC-167201 – Invisible glowing entities do not respect their team color.MC-166722 – Some custom item models appear dark in the inventory.MC-166397 – Entities become white from certain angles when affected by glowing and invisibility effects.MC-166324 – 'Raw input' button has lowercase 'i'.MC-166312 – Loom UI pattern icons are too dark.MC-165695 – Hoppers harvesting honeycomb from bee hives and bee nests only pick up one honeycomb. Can’t wait to see what ghoulish girlies you make with these! x x The SPITE Collection is now available for everyone! Happy Halloween weekend my angels. MORE DOWNLOADS | TERMS OF USE | LINK TREE So whether your sims are burying their next victim or rising from the grave themselves they will always be ready to slay with the The SPITE collection! DOWNLOAD - Free on Patreon! The collection features 9 items that come in my 30 swatch pallette plus loads of fun prints and colour combinations, (all grungy horror swatches have a clean version too). Or maybe a powerful Sorceress seeking to destroy. A Black Widow who's already looking for her next husband. A cunning Witch wearing a dress made from the patched together clothing of her victims. ![]() ![]() Perhaps your sim is a sorrowful Onryō in her burial robes seeking her retribution. ![]() with a killer wardrobe to match! For this years October set I let the inspiration flow with some of my favourite horror tropes. If there's one thing I love in this world it's a wicked, wretched SPITE filled villainess. |
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