ml zoomcamp notes

Author: kavaivaleri

Gemfile.lock

@@ -110,6 +110,9 @@ GEM
       jekyll (>= 3.8, < 5.0)
     jekyll-sitemap (1.4.0)
       jekyll (>= 3.7, < 5.0)
+    jekyll-toc (0.19.0)
+      jekyll (>= 3.9)
+      nokogiri (~> 1.12)
     jekyll-watch (2.2.1)
       listen (~> 3.0)
     json (2.12.2)
@@ -222,6 +225,7 @@ DEPENDENCIES
   jekyll-include-cache
   jekyll-seo-tag
   jekyll-sitemap
+  jekyll-toc
   just-the-docs (~> 0.10.0)
 
 BUNDLED WITH

_sass/custom/custom.scss

@@ -69,3 +69,110 @@ p, li, h1, h2, h3, h4, h5, h6 {
     color: #e9ecef;
   }
 }
+
+// Page with TOC layout styles
+.page-content-with-toc {
+  display: flex;
+  flex-direction: column;
+  
+  @media (min-width: 50rem) {
+    flex-direction: row;
+  }
+  
+  .main-content {
+    flex: 1;
+    max-width: 100%;
+    
+    @media (min-width: 50rem) {
+      max-width: 75%;
+      padding-right: 2rem;
+    }
+  }
+  
+  .page-toc {
+    display: block;
+    order: -1;
+    margin-bottom: 2rem;
+    
+    @media (min-width: 50rem) {
+      order: 1;
+      flex: 0 0 25%;
+      max-width: 25%;
+      margin-bottom: 0;
+      position: sticky;
+      top: 4rem;
+      height: calc(100vh - 4rem);
+      overflow-y: auto;
+    }
+    
+    .page-toc-inner {
+      padding: 1rem;
+      background-color: #f8f9fa;
+      border-radius: 4px;
+      
+      @media (min-width: 50rem) {
+        margin-left: 1rem;
+      }
+    }
+    
+    .toc-title {
+      margin-top: 0;
+      font-size: 1rem;
+      font-weight: 500;
+      margin-bottom: 0.75rem;
+    }
+  }
+}
+
+// TOC list styles
+.toc-list {
+  list-style: none;
+  padding-left: 0;
+  margin: 0;
+  
+  .toc-list-item {
+    margin-bottom: 0.5rem;
+    
+    .toc-link {
+      display: inline-block;
+      color: #444;
+      text-decoration: none;
+      font-size: 0.9rem;
+      
+      &:hover {
+        color: $link-color;
+        text-decoration: underline;
+      }
+    }
+  }
+  
+  .toc-sublist {
+    list-style: none;
+    padding-left: 1rem;
+    margin-top: 0.5rem;
+    margin-bottom: 0.5rem;
+    
+    .toc-sublist-item {
+      margin-bottom: 0.25rem;
+      
+      .toc-link {
+        font-size: 0.85rem;
+      }
+    }
+  }
+}
+
+// Dark mode support for TOC
+.dark {
+  .page-toc-inner {
+    background-color: #2d333b;
+  }
+  
+  .toc-link {
+    color: #adbac7;
+    
+    &:hover {
+      color: $link-color;
+    }
+  }
+}

docs/machine-learning-zoomcamp/module-01-introduction/index.md

@@ -5,3 +5,17 @@ nav_order: 1
 ---
 
 # Module 1: Introduction
+
+1.1 Introduction to Machine Learning
+1.2 ML vs Rule-Based Systems
+1.3 Supervised Machine Learning
+1.4 CRISP-DM
+1.5 The Modelling Step (Model Selection Process)
+1.6 Setting up the Environment
+1.7 Introduction to NumPy
+1.8 Linear Algebra Refresher
+1.9 Introduction to Pandas
+1.10 Summary
+1.11 Homework
+
+module content on github: https://github.com/DataTalksClub/machine-learning-zoomcamp/tree/master/01-intro