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@@ -223,7 +223,7 @@
 </button> </nav> </div> </div> </header> <main>  <div class="mx-auto max-w-screen-sm px-3"> <div class="animate grid gap-4"> <a href="/posts" class="not-prose group relative flex w-fit flex-nowrap rounded border border-black/15 py-1.5 pl-7 pr-3 transition-colors duration-300 ease-in-out hover:bg-black/5 hover:text-black focus-visible:bg-black/5 focus-visible:text-black dark:border-white/20 dark:hover:bg-white/5 dark:hover:text-white dark:focus-visible:bg-white/5 dark:focus-visible:text-white"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24" class="absolute left-2 top-1/2 size-4 -translate-y-1/2 fill-none stroke-current stroke-2"> <line x1="5" y1="12" x2="19" y2="12" class="translate-x-2 scale-x-0 transition-transform duration-300 ease-in-out group-hover:translate-x-0 group-hover:scale-x-100 group-focus-visible:translate-x-0 group-focus-visible:scale-x-100"></line> <polyline points="12 5 5 12 12 19" class="translate-x-1 transition-transform duration-300 ease-in-out group-hover:translate-x-0 group-focus-visible:translate-x-0"></polyline> </svg> <div class="text-sm"> Back to posts </div> </a> <div class="grid grid-cols-2 gap-1.5 sm:gap-3"> <div class="invisible"></div> <div class="invisible"></div> </div> </div> <div class="my-10 space-y-1"> <div class="animate flex items-center gap-1.5"> <div class="font-base text-sm"> <time datetime="2024-11-11T00:00:00.000Z"> November 11, 2024 </time> </div> 
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-Last modified:  <time datetime="2024-12-22T16:44:19.000Z"> December 23, 2024 </time> </div> 
+Last modified:  <time datetime="2024-12-23T11:51:32.000Z"> December 23, 2024 </time> </div> 
 &bull;
 <div class="font-base text-sm"> 10 min read </div> </div> <h1 class="animate text-3xl font-semibold text-black dark:text-white"> Rezvan Explains: Classical Machine Learning </h1> </div> <details open class="animate rounded-lg border border-black/15 dark:border-white/20" data-astro-cid-xvrfupwn> <summary data-astro-cid-xvrfupwn>Table of Contents</summary> <nav class="" data-astro-cid-xvrfupwn> <ul class="py-3" data-astro-cid-xvrfupwn> <li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#preqrequisites-and-notation" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Preqrequisites and Notation </a>  </li><li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#colab-and-repository" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Colab and Repository </a>  </li><li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#introduction-what-why-and-how" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Introduction: What, Why and How? </a> <ul class="translate-x-3"> <li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#statistics-vs-machine-learning" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Statistics VS. Machine Learning </a>  </li><li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#humble-beginnings" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Humble Beginnings </a>  </li> </ul> </li><li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#different-types-of-learning" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Different Types of Learning </a> <ul class="translate-x-3"> <li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#supervised-learning" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Supervised Learning </a> <ul class="translate-x-3"> <li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#the-classification-task" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> The Classification Task </a>  </li><li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#the-classification-learning-problem" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> The Classification Learning Problem </a> <ul class="translate-x-3"> <li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#metrics" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Metrics </a>  </li> </ul> </li><li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#different-approaches" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Different Approaches </a> <ul class="translate-x-3"> <li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#generative-models" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Generative Models </a>  </li> </ul> </li> </ul> </li> </ul> </li><li class="list-inside list-disc px-6 py-1.5 text-sm"> <a href="#footnote-label" target="_self" class="inline-block decoration-black/30 dark:decoration-white/30 hover:decoration-black/50 focus-visible:decoration-black/50 dark:hover:decoration-white/50 dark:focus-visible:decoration-white/50 text-current hover:text-black focus-visible:text-black dark:hover:text-white dark:focus-visible:text-white transition-colors duration-300 ease-in-out underline underline-offset-[3px]"> Footnotes </a>  </li> </ul> </nav> </details> <article class="animate"> <p><img src="/images/posts/re_header.jpg" alt=""></p>
 <p style="font-weight:bold; text-align:center;"> Rezvan Explains: Classical Machine Learning</p>

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