Learn Principal Component Analysis (Dimensionality Reduction) with this Fun and Easy Machine Learning Lecture with the Minions example. ⭐FREE AI GIFT - https://augmentedstartups.info/yolov4release ⭐Machine Learning Course - https://www.udemy.com/machine-learning-fun-and-easy-using-python-and-keras/?couponCode=YOUTUBE_ML ⭐6-in-1 Artificial Intelligence Mega Course - https://augmentedstartups.info/AugmentedAICVPRO ⭐ JOIN our Membership to get access to Source Code : https://bit.ly/Join_AugmentedStartups Content Credit to George Dallas example - https://georgemdallas.wordpress.com/2013/10/30/principal-component-analysis-4-dummies-eigenvectors-eigenvalues-and-dimension-reduction/ Today we are going explore Principle Component Analysis with Minions. (Papoi) Before we go into an example, let’s quickly take a look at the purpose of PCA. So PCA is a method for compressing a lot of data into something that captures the essence of the original data. It takes a dataset with a lot of dimensions and flattens it to usually 2 or 3 dimensions so we can visualize it. This known as dimensionality reduction. It tries to find a meaningful way to flatten data by focusing on the things that are different between dimensions. The problem with data analysis in higher dimensions is that • It involves High time and space complexity which requires • Significant computing power and thus cost • There is risk of over-fitting. • And not all features in our dataset are relevant to our problems, some features are more relevant than others. Dimension Reduction PCA can be used to reduce the dimensions of a data set. Dimension reduction is analogous to being philosophically reductionist: It reduces the data down into it’s basic components, stripping away any unnecessary parts. ------------------------------------------------------------ Support us on Patreon ►AugmentedStartups.info/Patreon Chat to us on Discord ►AugmentedStartups.info/discord Interact with us on Facebook ►AugmentedStartups.info/Facebook Check my latest work on Instagram ►AugmentedStartups.info/instagram Learn Advanced Tutorials on Udemy ►AugmentedStartups.info/udemy ------------------------------------------------------------ Please Like and Subscribe for more videos :) FOR ENTERTAINMENT PURPOSES ONLY. -~-~~-~~~-~~-~- ⭐ If you are feeling Gratuitous, I'd really like some Coffee?☕ - https://augmentedstartups.info/BuyMeCoffee -~-~~-~~~-~~-~- ... https://www.youtube.com/watch?v=ygdkRJUM0To

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