Regression is a commonly used machine learning technique for predicting continuous outputs. In some datasets, outliers can have a significant impact on the results. To handle such datasets with outliers, two common algorithms are Huber Regressor and Ridge Regression. This article will explore the differences between the two algorithms in the context of outliers and when to use one over the other with examples....
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Generally, Shrinkage is used to regularize the usual covariance maximum likelihood estimation. Ledoit and Wolf proposed a formula which is known as the Ledoit-Wolf covariance estimation formula; This close formula can compute the asymptotically optimal shrinkage parameter with minimizing a Mean Square Error(MSE) criterion feature. After that, one researcher Chen et al. made improvements in the Ledoit-Wolf Shrinkage parameter. He proposed Oracle Approximating Shrinkage (OAS) coefficient whose convergence is significantly better under the assumption that the data are Gaussian....
Isotonic regression is a regression technique in which the predictor variable is monotonically related to the target variable. This means that as the value of the predictor variable increases, the value of the target variable either increases or decreases in a consistent, non-oscillating manner....
Foundation CSS is the frontend framework of CSS that is used to build responsive websites, apps, and emails that work perfectly on any device. It is written using HTML, CSS, and Javascript and is used by many famous companies like Amazon, Facebook, eBay, etc. It uses packages like Grunt and Libsass for fast coding and controlling and Saas compiler to make development faster....
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Natural language processing (NLP) is an area of computer science and artificial intelligence concerned with the interactions between computers and human (natural) languages, in particular how to program computers to process and analyze large amounts of natural language data...
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In this article, we will try to understand the difference between Normal and Shrinkage Linear Discriminant Analysis for Classification. We will try to implement the same using sci-kit learn library in Python. But first, let’s try to understand what is LDA....
Foundation CSS is an open-source and responsive front-end framework built by ZURB foundation in September 2011, that makes it easy to layout stunning responsive websites, apps, and emails that appear amazing and can be accessible to any device. It is used by many companies such as Facebook, eBay, Mozilla, Adobe, and even Disney. The framework is built on SaaS-like bootstrap. It is more sophisticated, flexible, and easily customizable. It also comes with CLI, so it’s easy to use it with module bundlers. It offers the Fastclick.js tool for faster rendering on mobile devices. In this article, we will discuss the Kitchen Sink Grid in Foundation CSS. Foundation CSS Kitchen Sink has the foundation elements to work well in our websites and applications. The Kitchen Sink Grid is used to make responsive layout designs both for web app as well as the mobile app....
Foundation CSS is an open-source & responsive front-end framework built by ZURB foundation in September 2011, that makes it easy to design beautiful responsive websites, apps, and emails that look amazing & can be accessible to any device. It is used by many companies such as Facebook, eBay, Mozilla, Adobe, and even Disney. The framework is built on Saas-like bootstrap. It is more sophisticated, flexible, and easily customizable. It also comes with CLI, so it’s easy to use it with module bundlers. It offers the Fast click.js tool for faster rendering on mobile devices....
Foundation CSS is an open-source and responsive front-end framework built by ZURB foundation in September 2011, that makes it easy to layout stunning responsive websites, apps, and emails that appear amazing and can be accessible to any device. It is used by many companies such as Facebook, eBay, Mozilla, Adobe, and even Disney. The framework is built on Saas-like bootstrap. It is more sophisticated, flexible, and easily customizable. It also comes with CLI, so it’s easy to use it with module bundlers. It offers the Fastclick.js tool for faster rendering on mobile devices. In this article, we will discuss the Kitchen Sink Switch in Foundation CSS....
