{"componentChunkName":"component---src-templates-tags-tsx","path":"/tags/model-optimization/","result":{"data":{"allTagYaml":{"edges":[{"node":{"id":"speeches","description":"Some of the greatest words ever spoken.","image":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#282818","images":{"fallback":{"src":"/static/4dd7b5f567d2699202bc626bbcda5936/7f071/speeches-cover.jpg","srcSet":"/static/4dd7b5f567d2699202bc626bbcda5936/7a1a9/speeches-cover.jpg 750w,\n/static/4dd7b5f567d2699202bc626bbcda5936/25ec5/speeches-cover.jpg 1080w,\n/static/4dd7b5f567d2699202bc626bbcda5936/28e43/speeches-cover.jpg 1366w,\n/static/4dd7b5f567d2699202bc626bbcda5936/7f071/speeches-cover.jpg 1400w","sizes":"100vw"},"sources":[{"srcSet":"/static/4dd7b5f567d2699202bc626bbcda5936/662b3/speeches-cover.webp 750w,\n/static/4dd7b5f567d2699202bc626bbcda5936/6e6c6/speeches-cover.webp 1080w,\n/static/4dd7b5f567d2699202bc626bbcda5936/e4be3/speeches-cover.webp 1366w,\n/static/4dd7b5f567d2699202bc626bbcda5936/04d29/speeches-cover.webp 1400w","type":"image/webp","sizes":"100vw"}]},"width":1,"height":0.4407142857142857}}}}},{"node":{"id":"Tests","description":"Some very great tests even with a description wow! uhhhhhh","image":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#484848","images":{"fallback":{"src":"/static/8bafcea43f0bc141b01ef5b43dd2003b/997dc/testimg1.jpg","srcSet":"/static/8bafcea43f0bc141b01ef5b43dd2003b/1a909/testimg1.jpg 750w,\n/static/8bafcea43f0bc141b01ef5b43dd2003b/997dc/testimg1.jpg 1080w","sizes":"100vw"},"sources":[{"srcSet":"/static/8bafcea43f0bc141b01ef5b43dd2003b/207cf/testimg1.webp 750w,\n/static/8bafcea43f0bc141b01ef5b43dd2003b/3c432/testimg1.webp 1080w","type":"image/webp","sizes":"100vw"}]},"width":1,"height":0.663888888888889}}}}}]},"allMdx":{"totalCount":1,"edges":[{"node":{"excerpt":"You have likely heard about bias and variance before. They are two fundamental terms in machine learning and often used to explain overfitting and underfitting. If you're working with machine learning methods, it's crucial to understand these concepts well so that you can make optimal decisions in your own projects. In this article, you'll learn everything you need to know about bias, variance, overfitting, and the bias-variance tradeoff.","frontmatter":{"title":"Bias, Variance, and Overfitting Explained, Step by Step","excerpt":"You have likely heard about bias and variance before. They are two fundamental terms in machine learning and often used to explain overfitting and underfitting. If you're working with machine learning methods, it's crucial to understand these concepts well so that you can make optimal decisions in your own projects. In this article, you'll learn everything you need to know about bias, variance, overfitting, and the bias-variance tradeoff.","tags":["Model Optimization"],"date":"2021-04-17T19:54:40.006Z","timeToRead":20,"image":{"childImageSharp":{"gatsbyImageData":{"layout":"fullWidth","backgroundColor":"#181818","images":{"fallback":{"src":"/static/7e8675c2404d1fdaa12b78c05104d577/87706/BiasAndVariance_Thumbnail.png","srcSet":"/static/7e8675c2404d1fdaa12b78c05104d577/0dee1/BiasAndVariance_Thumbnail.png 750w,\n/static/7e8675c2404d1fdaa12b78c05104d577/8beaa/BiasAndVariance_Thumbnail.png 1080w,\n/static/7e8675c2404d1fdaa12b78c05104d577/87706/BiasAndVariance_Thumbnail.png 1280w","sizes":"100vw"},"sources":[{"srcSet":"/static/7e8675c2404d1fdaa12b78c05104d577/a66aa/BiasAndVariance_Thumbnail.webp 750w,\n/static/7e8675c2404d1fdaa12b78c05104d577/65dd5/BiasAndVariance_Thumbnail.webp 1080w,\n/static/7e8675c2404d1fdaa12b78c05104d577/71d4d/BiasAndVariance_Thumbnail.webp 1280w","type":"image/webp","sizes":"100vw"}]},"width":1,"height":0.5625}}},"author":[{"id":"Boris Giba","bio":"Hi! I'm Boris and I run this website. You can find more information in the \"About\"-tab.","avatar":{"children":[{"fluid":{"base64":"data:image/jpeg;base64,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","aspectRatio":1,"src":"/static/ba9e631272af1b925d6491b30df3b36f/2f1b1/boris.jpg","srcSet":"/static/ba9e631272af1b925d6491b30df3b36f/b3d27/boris.jpg 40w,\n/static/ba9e631272af1b925d6491b30df3b36f/5a735/boris.jpg 80w,\n/static/ba9e631272af1b925d6491b30df3b36f/6e81a/boris.jpg 120w,\n/static/ba9e631272af1b925d6491b30df3b36f/2f1b1/boris.jpg 800w,\n/static/ba9e631272af1b925d6491b30df3b36f/97bce/boris.jpg 1878w","sizes":"(max-width: 800px) 100vw, 800px"}}]}}]},"fields":{"layout":"post","slug":"/model_optimization/bias_and_variance/"}}}]}},"pageContext":{"tag":"Model Optimization"}},"staticQueryHashes":["13077718","1316742457","2907728042","3762220167"]}