diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 31866485b..42061e631 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -2,157 +2,29 @@
 {% block extrahead %}
     {{ super() }}
 
-    <!-- Cookie banner -->
-    <style>
-       /* Cookie banner container */
-       #cookie-banner {
-       position: fixed;
-       bottom: 20px;
-       right: 20px;
-       background-color: #19194e; /* Dark blue */
-       color: #ffffff;
-       padding: 20px;
-       max-width: 380px;
-       display: none;
-       border-radius: 12px;
-       box-shadow: 0 12px 30px rgba(0,0,0,0.25);
-       z-index: 1000;
-       font-family: Arial, sans-serif;
-       }
-       /* Title */
-       #cookie-banner h2 {
-       font-size: 20px;
-       margin-bottom: 10px;
-       color: #ffffff;
-       }
-       /* Text */
-       #cookie-banner p {
-       font-size: 15px;
-       line-height: 1.6;
-       color: #e6edf7;
-       }
-       /* Links */
-       #cookie-banner a {
-       color: #9ecbff;
-       text-decoration: underline;
-       }
-       /* Buttons container spacing */
-       #cookie-banner button {
-       margin-top: 12px;
-       margin-right: 8px;
-       }
-       /* Accept button */
-       #cookie-accept {
-       background-color: #f2740d;
-       color: white;
-       border: none;
-       padding: 9px 16px;
-       border-radius: 8px;
-       font-weight: 600;
-       cursor: pointer;
-       }
-       /* Decline button */
-       #cookie-decline {
-       background-color: transparent;
-       color: #ffffff;
-       border: 1px solid #ffffff;
-       padding: 9px 16px;
-       border-radius: 8px;
-       font-weight: 600;
-       cursor: pointer;
-       }
-       /* Hover effects */
-       #cookie-accept:hover {
-       background-color: #f9994b;
-       }
-       #cookie-decline:hover {
-       background-color: rgba(255,255,255,0.1);
-       }
-    </style>
-    <div id="cookie-banner">
-       <h2 style="font-size: 20px; margin-bottom: 10px;">This site uses cookies</h2>
-       <p style="font-size: 16px;">We use cookies to recognize your visits and preferences, to measure the effectiveness of the documentation, and discover how people find us. With your consent, you're helping us make our documentation better. <br><a href="https://www.trainindata.com/p/privacy" target="_blank">Learn More</a>.</p>
-       <button id="cookie-accept">Accept</button>
-       <button id="cookie-decline">Decline</button>
-    </div>
-    <script>
-       // JavaScript to show the cookie banner and handle the accept button
-       document.addEventListener('DOMContentLoaded', function () {
-
-         var cookieBanner = document.getElementById('cookie-banner');
-         var acceptButton = document.getElementById('cookie-accept');
-         var declineButton = document.getElementById('cookie-decline');
-
-         var cookiesAccepted = localStorage.getItem('cookiesAccepted');
-
-         if (!cookiesAccepted) {
-           cookieBanner.style.display = 'block';
-
-           acceptButton.addEventListener('click', function () {
-             localStorage.setItem('cookiesAccepted', 'true');
-             loadGoogleAnalytics();
-             cookieBanner.style.display = 'none';
-             triggerTrainingBanner();
-           });
-
-           declineButton.addEventListener('click', function () {
-             localStorage.setItem('cookiesAccepted', 'false');
-             cookieBanner.style.display = 'none';
-             triggerTrainingBanner();
-           });
-
-         } else if (cookiesAccepted === 'true') {
-           loadGoogleAnalytics();
-           triggerTrainingBanner();
-         } else {
-           triggerTrainingBanner();
-         }
-
-       });
-
-       function loadGoogleAnalytics() {
-           // Load Google Analytics only if consent is given
-           var script = document.createElement('script');
-           script.async = true;
-           script.src = 'https://www.googletagmanager.com/gtag/js?id=G-Z6MPCG673G';
-           document.head.appendChild(script);
-
-           window.dataLayer = window.dataLayer || [];
-           function gtag(){dataLayer.push(arguments);}
-           gtag('js', new Date());
-           gtag('config', 'G-Z6MPCG673G');
-       }
-    </script>
-    <!-- Cookie banner -->
-
-    <!-- Training Data Skills Banner -->
-    <div id="training-banner">
-       <button id="banner-close">&times;</button>
-       <div class="banner-logo" style="text-align:center; margin-bottom:25px;">
-          <a href="https://www.trainindata.com" target="_blank">
-          <img src="https://ucaf5272cfac5e07245eb21e610c.previews.dropboxusercontent.com/p/thumb/AC7GFrXCM9G_Mm3BGVHAhD4g9wAJ5iK_OD3e6ZkEZstZATiaKbGxz47u4cI2vSICxyN9asEsMogzYk5BLqVRbnvySW669QR2STiUQrhrXn22syHGo7n47ZlbD49xP4dNb9yaHASK5Te2PKUkcMtBQy0pPD6ECJedWo-jVPZ1T0Z33tNEz37TM4lpssDhw9WZPGsjzNI_jNQ2cOVTLL_4xuqXqTg5MXn_ckCmx8se7x-cZRam7yYXWfEwdFLzs-cwucLxwGKeBSu4d6OLmyDqeA1VADHIUjHstSXZqSZaiNq9MohlTbFiuW9Rr83yGBe3jxjpCCGc3AEj8BDCJ445PR4gqq1ygreiW1OwVcNVVfnwfPaHln9_JSXvv4BThoen68k/p.png?is_prewarmed=true"
-             alt="Train in Data"
-             width="200"
-             >
-          </a>
+    <!-- Train in Data Banner -->
+    <div id="tid-banner">
+       <div class="banner-brand">
+          Train in Data
        </div>
        <h3>Boost Your Data Science Skills</h3>
+       <p>Become the expert companies are desperate to hire.</p>
+       <p>Learn feature engineering, feature selection, forecasting and much more.</p>
        <p>
-          Become the expert companies are desperate to hire.
-       </p>
-       <p>
-          Learn feature engineering, selection, forecasting and much more.
-       </p>
-       <p class="discount">
-          <strong>10% discount for feature-engine users</strong><br>
+          <strong>10% discount</strong> for feature-engine users.<br>
           Use code <b>FEATUREENGINE26</b> at checkout.
        </p>
-       <a href="https://www.trainindata.com/courses" class="banner-btn" target="_blank">
-       View Course Catalog
-       </a>
+       <div>
+          <button class="banner-button banner-primary" onclick="window.open('https://www.trainindata.com/courses', '_blank')">
+          View Courses
+          </button>
+          <button id="banner-close" class="banner-button banner-secondary">
+          Close
+          </button>
+       </div>
     </div>
     <style>
-       #training-banner {
+       #tid-banner {
        position: fixed;
        bottom: 20px;
        right: 20px;
@@ -160,78 +32,94 @@ <h3>Boost Your Data Science Skills</h3>
        background: #19194e;
        color: white;
        border-radius: 10px;
-       box-shadow: 0 10px 30px rgba(0,0,0,0.2);
+       box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2);
        padding: 20px;
        font-family: Arial, sans-serif;
        z-index: 9999;
        display: none;
        }
-       #training-banner h3 {
+       .banner-brand {
+       text-align: center;
+       font-size: 22px;
+       font-weight: bold;
+       color: #f2740d !important;
+       margin-bottom: 12px;
+       }
+       #tid-banner h3 {
        margin-top: 0;
        font-size: 18px;
+       color: white;
        }
-       #training-banner p {
+       #tid-banner p {
        font-size: 14px;
        line-height: 1.4;
        }
-       .discount {
-       margin-top: 10px;
+       /* Shared button style */
+       .banner-button {
+       flex: 1;
+       text-align: center;
+       padding: 10px 14px;
+       border-radius: 20px;
+       font-weight: bold;
+       font-size: 13px;
+       cursor: pointer;
+       text-decoration: none;
+       transition: all 0.25s ease;
        }
-       .banner-btn {
-       display: inline-block;
-       margin-top: 12px;
+       /* Orange button */
+       .banner-primary {
        background: #f2740d;
        color: white;
-       padding: 10px 14px;
-       border-radius: 6px;
-       text-decoration: none;
-       font-weight: bold;
+       border: none;
        }
-       .banner-btn:hover {
+       .banner-primary:hover {
        background: #f9994b;
+       transform: translateY(-1px);
        }
-       #banner-close {
-       position: absolute;
-       top: 6px;
-       right: 8px;
-       background: none;
-       border: none;
-       font-size: 20px;
-       cursor: pointer;
+       /* Close button */
+       .banner-secondary {
+       background: transparent;
        color: white;
+       border: 1px solid white;
+       }
+       .banner-secondary:hover {
+       background: rgba(255, 255, 255, 0.15);
        }
     </style>
     <script>
-       function triggerTrainingBanner() {
+       function triggerTidBanner() {
 
-         if (!sessionStorage.getItem("bannerClosed")) {
+           if (!sessionStorage.getItem("bannerClosed")) {
 
-           setTimeout(function () {
+               setTimeout(function() {
 
-             var banner = document.getElementById("training-banner");
+                   var banner = document.getElementById("tid-banner");
 
-             if (banner) {
-               banner.style.display = "block";
-             }
+                   if (banner) {
+                       banner.style.display = "block";
+                   }
 
-           }, 5000);
+               }, 5000);
 
-         }
+           }
 
        }
 
-       document.addEventListener("DOMContentLoaded", function () {
+       document.addEventListener("DOMContentLoaded", function() {
+
+           triggerTidBanner();
 
-         var closeBtn = document.getElementById("banner-close");
+           var closeBtn = document.getElementById("banner-close");
 
-         if (closeBtn) {
-           closeBtn.onclick = function () {
-             document.getElementById("training-banner").style.display = "none";
-             sessionStorage.setItem("bannerClosed", "true");
-           };
-         }
+           if (closeBtn) {
+               closeBtn.onclick = function() {
+                   document.getElementById("tid-banner").style.display = "none";
+                   sessionStorage.setItem("bannerClosed", "true");
+               };
+           }
 
        });
     </script>
+    <!-- Train in Data Banner -->
 
 {% endblock %}
\ No newline at end of file