diff --git a/docs/_data/navigation.yml b/docs/_data/navigation.yml
index 57b7e6a2bd..b0d85ca308 100755
--- a/docs/_data/navigation.yml
+++ b/docs/_data/navigation.yml
@@ -13,6 +13,8 @@ header:
   - title: Demo
     url: /demos
     key: demo
+  - title: '<span style="color: #FF8A00;"><i class = "fas fa-search fa-2x"></i></span>'
+    url: /search
   - title: '<span style="color: #FF8A00;"><i class = "fab fa-github fa-2x"></i></span>'
     url: https://github.com/JohnSnowLabs/spark-nlp
   - title: '<span style="color: #FF8A00;"><i class="fab fa-slack-hash fa-2x"></i></span>'
diff --git a/docs/_includes/article-header.html b/docs/_includes/article-header.html
index 33283e7793..26863e0682 100755
--- a/docs/_includes/article-header.html
+++ b/docs/_includes/article-header.html
@@ -1,6 +1,6 @@
 <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.2.1/jquery.min.js"></script>
 <script>
-  {% include scripts/search/simple-jekyll-search.min.js %}
+  {% include scripts/search/search.js %}
 </script>
 {%- include snippets/get-article-title.html article=include.article-%}
 {%- assign _article_title = __return -%}
@@ -45,33 +45,14 @@
       {%- endif -%}
       {%- if _show_nav -%}
         <div class="header-nav">{%- include article-nav.html article=page -%}</div>
-      {%- endif -%}
-      
-      {%- if page.layout == "docs" -%}
-        <div class="main-docs">
-          <div class="search-wrapper">
-            <!-- HTML elements for search -->
-            <input type="text" id="search-input" placeholder="Search...">
-            <ul id="results-container" class="shadow results-container"></ul>
-          </div>
-        </div> 
-      {%- endif -%}     
+      {%- endif -%}  
 
       {%- if _show_title -%}
         <header class="main-docs {{ _subtitle_class }}">
           <h1>{{ _article_title }}</h1>
           {%- if _show_subtitle -%}
           <div class="top-subtitle mont">{{ _article_subtitle }}</div>
-          {%- endif -%}
-          {%- if page.layout == "topdemos" or page.layout == "demopagenew" -%}
-            <div class="main-docs">
-              <div class="search-wrapper">
-                <!-- HTML elements for search -->
-                <input type="text" id="search-input" placeholder="Search...">
-                <ul id="results-container" class="shadow results-container"></ul>
-              </div>
-            </div> 
-          {%- endif -%}  
+          {%- endif -%} 
         </header>
       {%- endif -%}
       {%- if _show_edit_on_github -%}
diff --git a/docs/_includes/scripts/custom.js b/docs/_includes/scripts/custom.js
index 1d4f4eb86f..76c9ff3a17 100644
--- a/docs/_includes/scripts/custom.js
+++ b/docs/_includes/scripts/custom.js
@@ -204,14 +204,3 @@ const demomenu = document.querySelector('.demomenu'),
 if(demomenu === null) {
   asideButton.classList.add('hide_aside');
 }
-
-
-var sjs = SimpleJekyllSearch({
-  searchInput: document.getElementById('search-input'),
-  resultsContainer: document.getElementById('results-container'),
-  noResultsText: "<em>No results found.</em>",
-  json: '/search.json',
-  limit: 100,
-  searchResultTemplate: '<li><a href="{{ site.url }}{url}">{demopage}{title}<span>{seotitle}</span></a></li>'
-})
-
diff --git a/docs/_includes/scripts/search/search.js b/docs/_includes/scripts/search/search.js
new file mode 100644
index 0000000000..9b9f78fb9d
--- /dev/null
+++ b/docs/_includes/scripts/search/search.js
@@ -0,0 +1,87 @@
+/*!
+  * Search
+  * Licensed under the MIT License.
+  */
+
+
+'use strict'
+
+function fetchAndPopulate() {
+  // Fetch JSON data
+  fetch('search.json')
+      .then(response => response.json())
+      .then(data => {
+          // Process the JSON data
+          populateHTML(data);
+          // Now that data is loaded, add input event listener for searching
+          document.getElementById('search-input').addEventListener('input', search);
+      })
+      .catch(error => console.error('Error fetching JSON:', error));
+}
+
+
+
+function populateHTML(data) {
+  // Iterate through the data and create HTML elements
+  const container = document.getElementById('results-container');
+  container.innerHTML = ''; // Clear previous content
+
+  data.forEach(item => {
+      const element = document.createElement('li');
+      element.innerHTML = `${item.demopage}<a href="${item.url}">${item.title}</a><div class="sr_seotitle">${item.seotitle}</div><em>${item.content}</em>`;
+      container.appendChild(element);
+  });
+}
+
+
+
+function search() {
+  const searchTerm = document.getElementById('search-input').value.toLowerCase(),
+        resultsContainer = document.getElementById('results-container'),
+        itemsTitle = document.querySelectorAll('#results-container a'), 
+        itemsContent = document.querySelectorAll('#results-container em'), 
+        items = document.querySelectorAll('#results-container li'); 
+
+        if(searchTerm.length > 3) {
+          itemsTitle.forEach(item => {
+            wrapWordInSpan(item, searchTerm);
+          });
+  
+          itemsContent.forEach(item => {
+            wrapWordInSpan(item, searchTerm);
+          });
+        }
+
+      items.forEach(item => {
+      
+      const text = item.innerText.toLowerCase();
+      
+      if (text.includes(searchTerm) && searchTerm.length > 3) {        
+          resultsContainer.style.display = 'block';
+          item.style.display = 'block';
+      } else {
+          item.style.display = 'none';
+      }
+      if (searchTerm == "" || searchTerm == null) {
+        resultsContainer.style.display = 'none';
+    }
+  });
+  
+
+}
+
+function wrapWordInSpan(data, wordToWrap) {
+
+  var dataText = data.textContent;
+
+  var regex = new RegExp('(' + wordToWrap.replace(/[.*+?^${}()|[\]\\]/g, '\\$&') + ')', 'gi');
+
+
+  var newText = dataText.replace(regex, '<span class="hightitle">$1</span>');
+
+  // Замена содержимого элемента с новым текстом
+  return data.innerHTML = newText;
+}
+
+
+
diff --git a/docs/_includes/scripts/search/simple-jekyll-search.min.js b/docs/_includes/scripts/search/simple-jekyll-search.min.js
deleted file mode 100644
index 81df5d5a31..0000000000
--- a/docs/_includes/scripts/search/simple-jekyll-search.min.js
+++ /dev/null
@@ -1,6 +0,0 @@
-/*!
-  * Simple-Jekyll-Search
-  * Copyright 2015-2020, Christian Fei
-  * Licensed under the MIT License.
-  */
-!function(){"use strict";var f={compile:function(r){return i.template.replace(i.pattern,function(t,e){var n=i.middleware(e,r[e],i.template);return void 0!==n?n:r[e]||t})},setOptions:function(t){i.pattern=t.pattern||i.pattern,i.template=t.template||i.template,"function"==typeof t.middleware&&(i.middleware=t.middleware)}};const i={pattern:/\{(.*?)\}/g,template:"",middleware:function(){}};var n=function(t,e){var n=e.length,r=t.length;if(n<r)return!1;if(r===n)return t===e;t:for(var i=0,o=0;i<r;i++){for(var u=t.charCodeAt(i);o<n;)if(e.charCodeAt(o++)===u)continue t;return!1}return!0},e=new function(){this.matches=function(t,e){return n(e.toLowerCase(),t.toLowerCase())}},r=new function(){this.matches=function(e,t){return!!e&&(e=e.trim().toLowerCase(),(t=t.trim().toLowerCase()).split(" ").filter(function(t){return 0<=e.indexOf(t)}).length===t.split(" ").length)}},d={put:function(t){if(l(t))return a(t);if(function(t){return Boolean(t)&&"[object Array]"===Object.prototype.toString.call(t)}(t))return function(n){const r=[];s();for(let t=0,e=n.length;t<e;t++)l(n[t])&&r.push(a(n[t]));return r}(t);return undefined},clear:s,search:function(t){return t?function(e,n,r,i){const o=[];for(let t=0;t<e.length&&o.length<i.limit;t++){var u=function(t,e,n,r){for(const i in t)if(!function(n,r){for(let t=0,e=r.length;t<e;t++){var i=r[t];if(new RegExp(i).test(n))return!0}return!1}(t[i],r.exclude)&&n.matches(t[i],e))return t}(e[t],n,r,i);u&&o.push(u)}return o}(u,t,c.searchStrategy,c).sort(c.sort):[]},setOptions:function(t){c=t||{},c.fuzzy=t.fuzzy||!1,c.limit=t.limit||10,c.searchStrategy=t.fuzzy?e:r,c.sort=t.sort||o,c.exclude=t.exclude||[]}};function o(){return 0}const u=[];let c={};function s(){return u.length=0,u}function l(t){return Boolean(t)&&"[object Object]"===Object.prototype.toString.call(t)}function a(t){return u.push(t),u}c.fuzzy=!1,c.limit=10,c.searchStrategy=c.fuzzy?e:r,c.sort=o,c.exclude=[];var p={load:function(t,e){const n=window.XMLHttpRequest?new window.XMLHttpRequest:new ActiveXObject("Microsoft.XMLHTTP");n.open("GET",t,!0),n.onreadystatechange=h(n,e),n.send()}};function h(e,n){return function(){if(4===e.readyState&&200===e.status)try{n(null,JSON.parse(e.responseText))}catch(t){n(t,null)}}}var m=function y(t){if(!(e=t)||!("undefined"!=typeof e.required&&e.required instanceof Array))throw new Error("-- OptionsValidator: required options missing");var e;if(!(this instanceof y))return new y(t);const r=t.required;this.getRequiredOptions=function(){return r},this.validate=function(e){const n=[];return r.forEach(function(t){"undefined"==typeof e[t]&&n.push(t)}),n}},w={merge:function(t,e){const n={};for(const r in t)n[r]=t[r],"undefined"!=typeof e[r]&&(n[r]=e[r]);return n},isJSON:function(t){try{return t instanceof Object&&JSON.parse(JSON.stringify(t))?!0:!1}catch(e){return!1}}};!function(t){let i={searchInput:null,resultsContainer:null,json:[],success:Function.prototype,searchResultTemplate:'<li><a href="{url}" title="{desc}">{title}</a></li>',templateMiddleware:Function.prototype,sortMiddleware:function(){return 0},noResultsText:"No results found",limit:10,fuzzy:!1,debounceTime:null,exclude:[]},n;const e=function(t,e){e?(clearTimeout(n),n=setTimeout(t,e)):t.call()};var r=["searchInput","resultsContainer","json"];const o=m({required:r});function u(t){d.put(t),i.searchInput.addEventListener("input",function(t){-1===[13,16,20,37,38,39,40,91].indexOf(t.which)&&(c(),e(function(){l(t.target.value)},i.debounceTime))})}function c(){i.resultsContainer.innerHTML=""}function s(t){i.resultsContainer.innerHTML+=t}function l(t){var e;(e=t)&&0<e.length&&(c(),function(e,n){var r=e.length;if(0===r)return s(i.noResultsText);for(let t=0;t<r;t++)e[t].query=n,s(f.compile(e[t]))}(d.search(t),t))}function a(t){throw new Error("SimpleJekyllSearch --- "+t)}t.SimpleJekyllSearch=function(t){var n;0<o.validate(t).length&&a("You must specify the following required options: "+r),i=w.merge(i,t),f.setOptions({template:i.searchResultTemplate,middleware:i.templateMiddleware}),d.setOptions({fuzzy:i.fuzzy,limit:i.limit,sort:i.sortMiddleware,exclude:i.exclude}),w.isJSON(i.json)?u(i.json):(n=i.json,p.load(n,function(t,e){t&&a("failed to get JSON ("+n+")"),u(e)}));t={search:l};return"function"==typeof i.success&&i.success.call(t),t}}(window)}();
\ No newline at end of file
diff --git a/docs/_layouts/article.html b/docs/_layouts/article.html
index 6bbe9a91a8..dd4a650a3d 100755
--- a/docs/_layouts/article.html
+++ b/docs/_layouts/article.html
@@ -23,11 +23,6 @@
   </div>
 
 </div>
-<div class="dn">
-  <!-- HTML elements for search -->
-  <input type="text" id="search-input" placeholder="Search...">
-  <ul id="results-container" class="shadow results-container"></ul>
-</div> 
 
 <script>
   {%- include scripts/article.js -%}
diff --git a/docs/_layouts/models.html b/docs/_layouts/models.html
index 78670c51ec..40c55c3904 100644
--- a/docs/_layouts/models.html
+++ b/docs/_layouts/models.html
@@ -2,7 +2,6 @@
 layout: base
 ---
 <script>
-  {% include scripts/search/simple-jekyll-search.min.js %}
 </script>
 <div class="layout--page js-page-root">
   <div class="page__main js-page-main page__viewport full-width cell cell--auto">
@@ -56,11 +55,6 @@ <h1>Spark NLP Models Hub</h1>
             </div>
           </div>
         </div>
-        <div class="dn">
-          <!-- HTML elements for search -->
-          <input type="text" id="search-input" placeholder="Search...">
-          <ul id="results-container" class="shadow results-container"></ul>
-        </div> 
         <div class="grid grid--reverse">
           <div class="col-aside d-print-none js-col-aside"></div>
           <div class="col-main cell cell--auto">
diff --git a/docs/_layouts/nlp_products.html b/docs/_layouts/nlp_products.html
index 60b1d23e79..95f88e0448 100644
--- a/docs/_layouts/nlp_products.html
+++ b/docs/_layouts/nlp_products.html
@@ -3,9 +3,6 @@
 ---
 
 <script src="https://ajax.googleapis.com/ajax/libs/jquery/3.2.1/jquery.min.js"></script>
-<script>
-  {% include scripts/search/simple-jekyll-search.min.js %}
-</script>
 <div class="layout--page js-page-root">
   <div class="page__main js-page-main page__viewport full-width cell cell--auto">
     <div class="page__main-inner">
@@ -56,11 +53,6 @@
               
             </div>
         </div>
-        <div class="dn">
-          <!-- HTML elements for search -->
-          <input type="text" id="search-input" placeholder="Search...">
-          <ul id="results-container" class="shadow results-container"></ul>
-        </div> 
       <div class="page__footer d-print-none">{%- include footer.html -%}</div>
     </div>
   </div>
diff --git a/docs/_layouts/page.html b/docs/_layouts/page.html
index b46569425b..ee39067cf3 100755
--- a/docs/_layouts/page.html
+++ b/docs/_layouts/page.html
@@ -174,11 +174,6 @@
                         {%- endfor -%}
                       </ul>
                     {%- endif -%}
-                    <div class="search-wrapper">
-                      <!-- HTML elements for search -->
-                      <input type="text" id="search-input" placeholder="Search...">
-                      <ul id="results-container" class="shadow results-container"></ul>
-                    </div>
                   {%- if _full_width == false -%}
                     </div>
                   {%- endif -%}
diff --git a/docs/_sass/custom.scss b/docs/_sass/custom.scss
index c72893b9c6..4cfeca7033 100755
--- a/docs/_sass/custom.scss
+++ b/docs/_sass/custom.scss
@@ -106,6 +106,9 @@ header.header {
 					font-family: 'Montserrat', sans-serif;
 					&:hover {
 						color: $color-blue !important;
+						i:before {
+							color: $color-blue !important;
+						}
 					}
 				}
 				&:after {
@@ -115,6 +118,9 @@ header.header {
 					a {
 						color: $color-blue;
 						font-weight: bold;
+						i:before {
+							color: $color-blue !important;
+						}
 					}
 				}
 				.search-button {
@@ -1602,10 +1608,12 @@ code.language-plaintext {
 }
 
 .search-wrapper {
-	position: relative;
-	width: 415px;
-	margin: 0 auto 50px;
+	position: relative;	
 	z-index: 8;
+	.search-input-wrapper {
+		width: 415px;
+		margin: 0 auto 50px;
+	}
 	button {
 		position: absolute;
 		right: 0;
@@ -1633,58 +1641,60 @@ code.language-plaintext {
 
 .results-container {
 	list-style-type: none;
-	max-height: 500px;
 	overflow: hidden;
 	overflow-y: auto;
-	position: absolute;
-	left: 0;
-	top: 51px;
+	display: none;
+	border-bottom: 1px solid #f4f5f6;
 	width: 100%;
 	em {
 		display: block;
 		font-style: normal;
-		border: 1px solid #1E77B7;
-		font-weight: bold;
-		padding: 10px;
+		font-weight: 400;
+		padding-top: 10px;
+		font-size: 14px;
+		line-height: 18px;
+		overflow: hidden;
+		text-overflow: ellipsis;
+		display: -webkit-box;
+		-webkit-line-clamp: 3;
+		-webkit-box-orient: vertical;
 	}
 	li {
 		list-style-type: none;
-		padding: 5px 10px;
+		padding: 25px 10px;
 		border-top: 1px solid #f4f5f6;
-		&:first-child {
-			padding-top: 15px;
-		}
 		&:last-child {
 			padding-bottom: 15px;
 		}
-		span {
+		.sr_seotitle {
 			display: block;
-			font-size: 12px;
+			font-size: 14px;
 			color: #536B76 !important;
-			font-weight: 200;
-			line-height: 18px;
+			font-weight: 500;
+			line-height: 24px;
 		}
 		i {
 			font-style: normal;
-			text-align: right;
 			font-size: 12px;
 			line-height: 12px;
 			color: #ff882f;
 			display: block;
+			font-weight: 400;
 			margin-bottom: 4px;
 		}
+		.hightitle {
+			color: #ff882f !important;
+		}
 		a {
 			color: #1E77B7 !important;
-			display: block;
-			padding: 10px;
-			position: relative;
+			font-size: 18px;
+  			line-height: 28px;
 			text-align: left;
 			transition: all 300ms ease;
 			border-radius: 3px;
 			&:hover {
 				text-decoration: none !important;
-				color: #1E77B7 !important;
-				background: #ecf9ff;
+				color: #ff882f !important;
 			}
 		}
 	}
@@ -1963,7 +1973,7 @@ h2.h2_title.cat_h2 {
 			content: '';
 			background: #c5c5c5;
 			position: absolute;
-			bottom: 0;
+			bottom: -1px;
 			left: -29px;
 			width: calc(100% + 30px);
 			height: 1px;
@@ -3139,6 +3149,21 @@ code {
 	}
 }
 
+.search-wrapper h2,
+.docs-wrapper h2 {
+	text-align: center;
+	font-weight: 800;
+	font-size: 30px;
+	line-height: 36px;
+	margin: 60px 0 35px;
+	color: #1E77B7;
+	border: none;
+}
+
+.search-wrapper h2 {
+	margin: 0 0 35px;
+}
+
 .docs-wrapper {
 	margin: 0 auto;
 	width: 910px;
@@ -3238,8 +3263,7 @@ code {
 	}
 	h4,
 	h3,
-	h5,
-	h2 {
+	h5 {
 		text-align: center;
 		font-weight: 800;
 		font-size: 30px;
@@ -4219,9 +4243,12 @@ code {
 }
 
 @media (max-width: 767px) {
-	.search-wrapper {
+	.search-wrapper .search-input-wrapper {
 		width: 100%;
 	}
+	.search-results-wrapper {
+		padding: 0;
+	}
 	.header__title {
 		width: 100%;
 		margin: 0;
diff --git a/docs/demos/financial_table_extraction.md b/docs/demos/financial_table_extraction.md
deleted file mode 100644
index 660b4f4cb0..0000000000
--- a/docs/demos/financial_table_extraction.md
+++ /dev/null
@@ -1,38 +0,0 @@
----
-layout: demopagenew
-title: Spark NLP in Action
-subtitle: Run 300+ live demos and notebooks
-full_width: true
-permalink: /financial_table_extraction
-key: demo
-nav_key: demo
-article_header:
-  type: demo
-license: false
-mode: immersivebg
-show_edit_on_github: false
-show_date: false
-data:
-  sections:  
-    - title: Spark NLP for Finance
-      excerpt: Financial Table Understanding
-      secheader: yes
-      secheader:
-        - title: Spark NLP for Finance
-          subtitle: Financial Table Understanding
-          activemenu: financial_table_extraction
-      source: yes
-      source: 
-        - title: Lorem
-          id: lorem 
-          image: 
-              src: /assets/images/Analyze_sentiment_in_financial_news.svg
-          excerpt: This demo shows how sentiment can be identified (neutral, positive or negative) in financial news.
-          actions:
-          - text: Live Demo
-            type: normal
-            url: https://demo.johnsnowlabs.com/public/SENTIMENT_EN_FINANCE/
-          - text: Colab
-            type: blue_btn
-            url: https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/tutorials/streamlit_notebooks/SENTIMENT_EN_FINANCE.ipynb
----
diff --git a/docs/demos/legal_table_extraction.md b/docs/demos/legal_table_extraction.md
deleted file mode 100644
index 7e90024980..0000000000
--- a/docs/demos/legal_table_extraction.md
+++ /dev/null
@@ -1,38 +0,0 @@
----
-layout: demopagenew
-title: Spark NLP in Action
-subtitle: Run 300+ live demos and notebooks
-full_width: true
-permalink: /legal_table_extraction
-key: demo
-nav_key: demo
-article_header:
-  type: demo
-license: false
-mode: immersivebg
-show_edit_on_github: false
-show_date: false
-data:
-  sections:  
-    - title: Spark NLP for Legal
-      excerpt: Legal Table Understanding
-      secheader: yes
-      secheader:
-        - title: Spark NLP for Legal
-          subtitle: Legal Table Understanding
-          activemenu: legal_table_extraction
-      source: yes
-      source: 
-        - title: Lorem
-          id: lorem 
-          image: 
-              src: /assets/images/Analyze_sentiment_in_financial_news.svg
-          excerpt: This demo shows how sentiment can be identified (neutral, positive or negative) in financial news.
-          actions:
-          - text: Live Demo
-            type: normal
-            url: https://demo.johnsnowlabs.com/public/SENTIMENT_EN_FINANCE/
-          - text: Colab
-            type: blue_btn
-            url: https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/tutorials/streamlit_notebooks/SENTIMENT_EN_FINANCE.ipynb
----
diff --git a/docs/index.md b/docs/index.md
index ed98b58b13..888e023113 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -295,7 +295,7 @@ data:
             url: https://www.iisc.ac.in/
         - title:
           image:
-            src: https://upload.wikimedia.org/wikipedia/commons/thumb/f/f1/Columbia_University_shield.svg/1184px-Columbia_University_shield.svg.png
+            src: https://www.wikicu.com/images/thumb/b/ba/BastardShield.png/300px-BastardShield.png
             url: https://www.columbia.edu/
             style: "padding: 25px;"
         - title:
diff --git a/docs/learn.md b/docs/learn.md
deleted file mode 100644
index 10685e2120..0000000000
--- a/docs/learn.md
+++ /dev/null
@@ -1,631 +0,0 @@
----
-layout: article
-title: Learn
-permalink: /learnold
-key: videos
-aside:
-    toc: true 
-license: false
-show_date: true
-modify_date: "2019-05-16"
----
-
-{:.h2_article}
-## Introductions to Spark NLP
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/412399242" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">State of the Art Natural Language Processing at Scale. David Talby - April 13, 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='WxPARvMtkK8' -%}<div class="video-descr">Spark NLP: State of the art natural language processing at scale. David Talby - 4 Jun 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='h4rI8v6UjV0' -%}<div class="video-descr">What is Spark NLP. John Snow Labs - 30 Jul 2019</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='ziUrLnJ_Y8A' -%}<div class="video-descr">Apache Spark NLP Extending Spark ML to Deliver Fast, Scalable, and Unified Natural Language Process. David Talby - 6 May 2019</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='k5X12mdEvb8' -%}<div class="video-descr">Natural Language Understanding at Scale with Spark Native NLP, Spark ML &TensorFlow with Alex Thomas. Alex Thomas - 26 Oct 2017</div></div></div>
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[Introducing the Natural Language Processing Library for Apache Spark](https://databricks.com/blog/2017/10/19/introducing-natural-language-processing-library-apache-spark.html)</span><span class="video-descr">David Talby - October 19, 2017</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Improving Clinical Document Understanding on COVID-19 Research with Spark NLP](https://arxiv.org/abs/2012.04005?__hstc=162627875.7e2e14acbce8f704860db3c9a9f86d5f.1608308444598.1611854965224.1612279175672.32&__hssc=162627875.1.1612279175672&__hsfp=1326107387&hsCtaTracking=5ad1bb2e-ee9e-4ada-97a2-06fabb0f15ac%7C573cdf1c-4538-4a05-ad78-8cf40795d21f)</span><span class="video-descr">Veysel Kocaman, David Talby - 7 December, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Topic Modelling with PySpark and Spark NLP](https://medium.com/trustyou-engineering/topic-modelling-with-pyspark-and-spark-nlp-a99d063f1a6e)</span><span class="video-descr">Maria Obedkova - May 29, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Installing Spark NLP and Spark OCR in air-gapped networks (offline mode)](https://medium.com/spark-nlp/installing-spark-nlp-and-spark-ocr-in-air-gapped-networks-offline-mode-f42a1ee6b7a8)</span><span class="video-descr">Veysel Kocaman - May 04, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Cleaning and extracting text from HTML/XML documents by using Spark NLP](https://medium.com/spark-nlp/cleaning-and-extracting-content-from-html-xml-documents-using-spark-nlp-documentnormalizer-913d96b2ee34)</span><span class="video-descr">Stefano Lori - Jan 13, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[A Google Colab Notebook Introducing Spark NLP](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp-workshop/blob/master/tutorials/1hr_workshop/SparkNLP_openSource_intro.ipynb)</span><span class="video-descr">Veysel Kocaman - September, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[State-of-the-art Natural Language Processing at Scale](https://events.johnsnowlabs.com/state-of-the-art-natural-language-processing-at-scale?hsCtaTracking=29ecddee-3d88-4272-bc32-33b6635d0fa2%7C912a831b-0ad1-4e80-a324-6e607cdd1de2)</span><span class="video-descr">David Talby - April 13, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[How to Wrap Your Head Around Spark NLP](https://towardsdatascience.com/how-to-wrap-your-head-around-spark-nlp-a6f6a968b7e8)</span><span class="video-descr">Mustafa Aytuğ Kaya - August 25, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[5 Reasons Why Spark NLP Is The Most Widely Used Library In Enterprises](https://www.analyticsindiamag.com/5-reasons-why-spark-nlp-is-the-most-widely-used-library-in-enterprises/)</span><span class="video-descr">Ambika Choudhury - May 28, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[My Experience with SparkNLP Workshop &amp; Certification](https://medium.com/@angelinamarialeigh/my-experience-with-sparknlp-workshop-certification-f7f39ada77ec)</span><span class="video-descr">Angelina Maria Leigh - August 17, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Out of the box Spark NLP models in action](https://www.johnsnowlabs.com/out-of-the-box-spark-nlp-models-in-action/)</span><span class="video-descr">Dia Trambitas - August 14, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Get started with Machine Learning in Java using Spark NLP](https://medium.com/parito-labs-blog/get-started-with-machine-learning-in-java-using-spark-nlp-9eb8ef2ea2ce)</span><span class="video-descr">Will Price - August 27, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[SPARK NLP 3: MASSIVE SPEEDUPS & THE LATEST COMPUTE PLATFORMS](https://www.johnsnowlabs.com/spark-nlp-3-massive-speedups-the-latest-compute-platforms/)</span><span class="video-descr">Maziyar Panahi - March 25, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[SPARK NLP 2.7: 720+ NEW MODELS &amp; PIPELINES FOR 192 LANGUAGES!](https://www.johnsnowlabs.com/spark-nlp-2-7-720-new-models-pipelines-for-192-languages/)</span><span class="video-descr">David Talby - January 05, 2021</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Python's NLU Library
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='90Om99th56o' -%}<div class="video-descr">"Python's NLU library: 1,000+ Models, 200+ Languages, 1 Line of Code" by: Christian Kasim Loan - 18 June 2021</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/478640529" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">John Snow Labs NLU: Become a Data Science Superhero with One Line of Python code. Christian Kasim Loan - November, 2020</div></div></div>
-
-<!--<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='bl64A0nXujg' -%}<div class="video-descr">Making State of the Art Natural Language Processing Easier to Apply. David Talby - 3 Nov 2020</div></div></div>-->
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[1 line to GLOVE Word Embeddings with NLU in Python](https://medium.com/spark-nlp/1-line-to-glove-word-embeddings-with-nlu-in-python-baed152fff4d)</span><span class="video-descr">Christian Kasim Loan - January 17, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[1 line to XLNET Word Embeddings with NLU in Python](https://medium.com/spark-nlp/1-line-to-xlnet-word-embeddings-with-nlu-in-python-5efc57d7ac79)</span><span class="video-descr">Christian Kasim Loan - January 17, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[1 line to ALBERT Word Embeddings with NLU in Python](https://medium.com/spark-nlp/1-line-to-albert-word-embeddings-with-nlu-in-python-1691bc048ed1)</span><span class="video-descr">Christian Kasim Loan - January 17, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[1 line to COVIDBERT Word Embeddings with NLU in Python](https://medium.com/spark-nlp/1-line-to-covidbert-word-embeddings-with-nlu-in-python-e67396da2f78)</span><span class="video-descr">Christian Kasim Loan - January 17, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[1 line to ELECTRA Word Embeddings with NLU in Python](https://medium.com/spark-nlp/1-line-to-electra-word-embeddings-with-nlu-in-python-25f749bf3e92)</span><span class="video-descr">Christian Kasim Loan - January 17, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[1 line to BioBERT Word Embeddings with NLU in Python](https://medium.com/spark-nlp/1-line-to-biobert-word-embeddings-with-nlu-in-python-7224ab52e131)</span><span class="video-descr">Christian Kasim Loan - January 17, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[1 Line of Code, 350 + NLP Models with John Snow Labs’ NLU in Python](https://medium.com/spark-nlp/1-line-of-code-350-nlp-models-with-john-snow-labs-nlu-in-python-2f1c55bba619)</span><span class="video-descr">Christian Kasim Loan - September 21, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[Easy sentence similarity with BERT Sentence Embeddings using John Snow Labs NLU](https://medium.com/spark-nlp/easy-sentence-similarity-with-bert-sentence-embeddings-using-john-snow-labs-nlu-ea078deb6ebf)</span><span class="video-descr">Christian Kasim Loan - November 20, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Training Deep Learning NLP Classifier Tutorial](https://colab.research.google.com/drive/12FA2TVvvRWw4pRhxDnK32WAzl9dbF6Qw?usp=sharing)</span><span class="video-descr">Christian Kasim Loan - November 20, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[1 Python Line for ELMo Word Embeddings and t-SNE plots with John Snow Labs’ NLU](https://medium.com/spark-nlp/1-python-line-for-elmo-word-embeddings-with-john-snow-labs-nlu-628e9b924a3)</span><span class="video-descr">Christian Kasim Loan - October 24, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[1 line of Python code for BERT, ALBERT, ELMO, ELECTRA, XLNET, GLOVE, Part of Speech with NLU and t-SNE](https://medium.com/spark-nlp/1-line-of-code-for-bert-albert-elmo-electra-xlnet-glove-part-of-speech-with-nlu-and-t-sne-9ebcd5379cd)</span><span class="video-descr">Christian Kasim Loan - September 21, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[1 line to BERT Word Embeddings with NLU in Python](https://medium.com/spark-nlp/1-line-to-bert-word-embeddings-with-nlu-f50d2b08cddc)</span><span class="video-descr">Christian Kasim Loan - September 21, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Question answering, intent classification, aspect based ner, and new multilingual models in python’s NLU library](https://www.johnsnowlabs.com/question-answering-intent-classification-aspect-based-ner-and-new-multilingual-models-in-pythons-nlu-library/)</span><span class="video-descr">Christian Kasim Loan - February 12, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Intent and action classification, analyze chinese news and crypto market, 200+ languages &amp; answer questions with NLU 1.1.3](https://www.johnsnowlabs.com/intent-and-action-classification-analyze-chinese-news-and-crypto-market-translate-200-languages-answer-questions-with-nlu-1-1-3/)</span><span class="video-descr">Christian Kasim Loan - March 02, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Hindi wordembeddings, bengali named entity recognition, 30+ new models, analyze crypto news with NLU 1.1.2](https://www.johnsnowlabs.com/hindi-wordembeddings-bengali-named-entity-recognition-30-new-models-analyze-crypto-news-with-nlu-1-1-2/)</span><span class="video-descr">Christian Kasim Loan - February 18, 2021</span>
-</div></div>
-
-
-</div></div>
-
-{:.h2_article}
-## Named Entity Recognition
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='djWX0MR2Ooo' -%}<div class="video-descr">State-of-the-art Clinical Named Entity Recognition in Spark NLP Workshop - Veysel Kocaman</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='-ALqzSrstvo' -%}<div class="video-descr">Train your own NerDL. John Snow Labs - 7 Oct 2019</div></div></div>
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[State-of-the-art named entity recognition with BERT](https://events.johnsnowlabs.com/webinar-state-of-the-art-named-entity-recognition-using-bert?hsCtaTracking=c5bfb98f-bf4e-4b81-92d0-4ad149f9da05%7C47b0af91-4c83-401d-9163-2417863ed82b )</span><span class="video-descr">Veysel Kocaman - February 26th, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[State-of-the-art Named Entity Recognition in Spark NLP](https://aiplus.odsc.com/courses/state-of-the-art-named-entity-recognition-in-spark-nlp)</span><span class="video-descr">Veysel Kocaman</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Spark NLP in action: intelligent, high-accuracy fact extraction from long financial documents](https://www.johnsnowlabs.com/uipath-intelligent-extraction-from-long-financial-documents/)</span><span class="video-descr">Saif Addin Ellafi - May 5, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Named Entity Recognition (NER) with BERT in Spark NLP](https://towardsdatascience.com/named-entity-recognition-ner-with-bert-in-spark-nlp-874df20d1d77)</span><span class="video-descr">Veysel Kocaman - Mar 4, 2020</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Document Classification
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='qG_bdbpOM-Y' -%}<div class="video-descr">Spark NLP in Action: Learning to read Life Science research - Saif Addin Ellafi. Saif Addin Ellafi - 1 Aug 2018</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/484128490" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">State of the art emotion and sentiment analysis with Spark NLP (Data science Salon). Dia Trambitas - December 1, 2020</div></div></div>
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[GloVe, ELMo & BERT. A guide to state-of-the-art text classification using Spark NLP
-](https://towardsdatascience.com/glove-elmo-bert-9dbbc9226934)</span><span class="video-descr">Ryan Burke - March 16, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Distributed Topic Modelling using Spark NLP and Spark MLLib(LDA)](https://medium.com/analytics-vidhya/distributed-topic-modelling-using-spark-nlp-and-spark-mllib-lda-6db3f06a4da3)</span><span class="video-descr">Satish Silveri - June 11, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Text Classification in Spark NLP with Bert and Universal Sentence Encoders](https://towardsdatascience.com/text-classification-in-spark-nlp-with-bert-and-universal-sentence-encoders-e644d618ca32)</span><span class="video-descr">Veysel Kocaman - April 12, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[Classification of Unstructured Documents into the Environmental, Social & Governance (ESG) Taxonomy](https://www.johnsnowlabs.com/classification-of-unstructured-documents-esg-taxonomy/)</span><span class="video-descr">Alina Petukhova - May, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Using Spark NLP to build a drug discovery knowledge graph for COVID-19](https://www.nlpsummit.org/using-spark-nlp-to-build-a-drug-discovery-knowledge-graph-for-covid-19/)</span><span class="video-descr">Vishnu Vettrivel, Alexander Thomas - October 8, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Build Text Categorization Model with Spark NLP](https://medium.com/analytics-vidhya/build-text-categorization-model-with-spark-nlp-3617c6b17cea)</span><span class="video-descr">Satish Silveri - Jul 8 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Topic Modelling with PySpark and Spark NLP](https://medium.com/trustyou-engineering/topic-modelling-with-pyspark-and-spark-nlp-a99d063f1a6e)</span><span class="video-descr">Maria Obedkova - May 29 2020</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Spark NLP Tasks & Pipelines
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='fsS057SNFtg' -%}<div class="video-descr">Spark NLP Annotators, Annotations and Pipelines. John Snow Labs - 23 Oct 2019</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='fEU37G70SFc' -%}<div class="video-descr">Your first Spark NLP Pipeline. John Snow Labs - 23 Oct 2019</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/484128490" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Natural Language Understanding at Scale with Spark NLP | DSS 2020. Veysel Kocaman - December 12, 2020</div></div></div>
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Cleaning and extracting text from HTML/XML documents by using Spark NLP](https://medium.com/spark-nlp/cleaning-and-extracting-content-from-html-xml-documents-using-spark-nlp-documentnormalizer-913d96b2ee34)</span><span class="video-descr">Stefano Lori - January 13 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[NER model with ELMo Embeddings in 5 minutes in Spark-NLP](https://medium.com/@christian.kasim.loan/scalable-ner-with-elmo-embeddings-in-5-minutes-in-spark-nlp-154bdaaf17b7)</span><span class="video-descr">Christian Kasim Loan - Jule 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Applying Context Aware Spell Checking in Spark NLP](https://medium.com/spark-nlp/applying-context-aware-spell-checking-in-spark-nlp-3c29c46963bc)</span><span class="video-descr">Alberto Andreotti - May 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[Spark nlp 2.5 delivers state-of-the-art accuracy for spell checking and sentiment analysis](https://www.johnsnowlabs.com/spark-nlp-2-5-delivers-state-of-the-art-accuracy-for-spell-checking-and-sentiment-analysis/)</span><span class="video-descr">Ida Lucente - May 12, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Spark NLP 2.4: More Accurate NER, OCR, and Entity Resolution](https://www.johnsnowlabs.com/john-snow-labs-announces-its-biggest-spar-nlp-release-ever-spark-nlp-enterprise-2-4-0/)</span><span class="video-descr">Ida Lucente - February 14, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Introduction to Spark NLP: Foundations and Basic Components (Part-I)](https://medium.com/spark-nlp/introduction-to-spark-nlp-foundations-and-basic-components-part-i-c83b7629ed59)</span><span class="video-descr">Veysel Kocaman - Sep 29, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_8.jpg)[Introducing Spark NLP: Why would we need another NLP library (Part-I)](https://www.johnsnowlabs.com/introducing-spark-nlp-why-would-we-need-another-nlp-library-part-i-2/)</span><span class="video-descr">Veysel Kocaman - October 22, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_7.jpg)[Introducing Spark NLP: basic components and underlying technologies (Part-III)](https://www.johnsnowlabs.com/introducing-spark-nlp-basic-components-and-underlying-technologies-part-iii/)</span><span class="video-descr">Veysel Kocaman - December 2, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_6.jpg)[Explain document DL – Spark NLP pretrained pipeline](https://www.johnsnowlabs.com/explain-document-pretrained-pipeline-spark-nlp-short-blogpost-series-1/)</span><span class="video-descr">Veysel Kocaman - January 15, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Spark NLP Walkthrough, powered by TensorFlow](https://medium.com/@saif1988/spark-nlp-walkthrough-powered-by-tensorflow-9965538663fd)</span><span class="video-descr">Saif Addin Ellafi - Nov 19, 2018</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Natural Language Processing with PySpark and Spark-NLP](https://towardsdatascience.com/natural-language-processing-with-pyspark-and-spark-nlp-b5b29f8faba)</span><span class="video-descr">Allison Honold - Feb 5, 2020</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Spark NLP for Healthcare
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='dSKMNyo8fKw' -%}<div class="video-descr">Advancing the State of the Art in Applied Natural Language Processing | Healthcare NLP Summit 2021. David Talby - 21 Apr 2021</div></div></div>
-
-<!--<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='mUpNZ6fbzkA' -%}<div class="video-descr">Connecting the Dots in Clinical Document Understanding &amp; Information Extraction I Health NLP Summit. Veysel Kocaman - 15 Apr 2021</div></div></div>-->
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='WMafm6hF1mE' -%}<div class="video-descr">How to Apply State-of-the-Art Natural Language Processing in Healthcare. David Talby - 15 Sep 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='iHjdqF6iCnU' -%}<div class="video-descr">Advanced Natural Language Processing with Apache Spark NLP. David Talby - 20 Aug 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/413744566" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Applying State-of-the-art Natural Language Processing for Personalized Healthcare. David Talby - April 13, 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/412399242" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">State-of-the-art Natural Language Processing at Scale. David Talby - April 13, 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/414853790" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Apache SPARK NLP: Extending SPARK ML to Deliver Fast, Scalable & Unified Natural Language Processing. David Talby - June 04, 2018</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/414861725" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">State of the Art Natural Language Processing at Scale. David Talby - June 04, 2018</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/413701101" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Spark NLP in Action: Learning to read Life Science research. Saif Addin Ellafi - May 28, 2018</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/414847878" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Natural Language Understanding at Scale with Spark-Native NLP, Spark ML, and TensorFlow. Alexander Thomas - October 14, 2018</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='rpmbKLxFMWY' -%}<div class="video-descr">Apache Spark NLP for Healthcare: Lessons Learned Building Real-World Healthcare AI Systems. Veysel Kocaman - 9 Jul 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='mfd_7a7HHwE' -%}<div class="video-descr">SNOMED entity resolver. John Snow Labs - 31 Jul 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='g6DIb9FYdhQ' -%}<div class="video-descr">NLP and its applications in Healthcare. Veysel Kocaman - 17 May 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/412397682" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Lessons Learned Building Real-World Healthcare AI Systems. Veysel Kocaman - April 13, 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='PJmvEN5wDRc' -%}<div class="video-descr">Application of Spark NLP for Development of Multi-Modal Prediction Model from EHR | Healthcare NLP. Sutanay Choudhury - 14 Apr 2021</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='u18FeqX-518' -%}<div class="video-descr">Best Practices in Improving NLP Accuracy for Clinical Use Cases I Healthcare NLP Summit 2021. Rajesh Chamarthi, Veysel Kocaman - 15 Apr 2021</div></div></div>
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Contextual Parser: Increased Flexibility Extracting Entities in Spark NLP](https://medium.com/spark-nlp/contextual-parser-increased-flexibility-extracting-entities-in-spark-nlp-123ed58672f0)</span><span class="video-descr">Luca Martial - Feb 09 2022</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_8.jpg)[Named Entity Recognition for Healthcare with SparkNLP NerDL and NerCRF](https://medium.com/spark-nlp/named-entity-recognition-for-healthcare-with-sparknlp-nerdl-and-nercrf-a7751b6ad571)</span><span class="video-descr">Maggie Yilmaz - Jul 20 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_7.jpg)[Roche automates knowledge extraction from pathology reports with Spark NLP](https://www.johnsnowlabs.com/roche-automates-knowledge-extraction-from-pathology-reports/)</span><span class="video-descr">Case Study</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_6.jpg)[Spark NLP in action: Improving patient flow forecasting](https://www.johnsnowlabs.com/ai-case-studies-kaiser-permanente-improving-patient-flow-forecasting/)</span><span class="video-descr">Case Study</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Using Spark NLP to Enable Real-World Evidence (RWE) and Clinical Decision Support in Oncology](https://events.johnsnowlabs.com/en/using-spark-nlp-to-enable-real-world-evidence-rwe-and-clinical-decision-support-in-oncology?hsCtaTracking=81137cc6-a6a5-40e0-ba60-adb9dad75bf0%7C0d667653-b556-42da-b991-e04e30ea35b1)</span><span class="video-descr">Veysel Kocaman - April 13, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[Applying State-of-the-art Natural Language Processing for Personalized Healthcare](https://events.johnsnowlabs.com/applying-state-of-the-art-natural-language-processing-for-personalized-healthcare?hsCtaTracking=fa4c9663-c714-4afd-bffd-fe5ff29e30b3%7C688707a8-7db8-4073-b1e4-971963d16d01)</span><span class="video-descr">David Talby - April 13, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Automated Mapping of Clinical Entities from Natural Language Text to Medical Terminologies](https://events.johnsnowlabs.com/en/automated-mapping-of-clinical-entities-from-natural-language-text-to-medical-terminologies?hsCtaTracking=584b3181-cc71-4846-9077-a399767213f8%7C85c96753-f29e-45ca-9b79-5fc8ce302f62)</span><span class="video-descr">Andrés Fernández - April 29 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Contextual Parser in Spark NLP: Extracting Medical Entities Contextually](https://medium.com/spark-nlp/contextual-parser-in-spark-nlp-extracting-medical-entities-contextually-cdbf0e2cb693)</span><span class="video-descr">Alina Petukhova - May 28 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Deep6 accelerates clinical trial recruitment with Spark NLP](https://www.johnsnowlabs.com/deep6-spark-nlp-accelerate-clinical-trial-recruitment/ )</span><span class="video-descr">Case Study</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[SelectData uses AI to better understand home health patients](https://www.johnsnowlabs.com/selectdata-uses-ai-to-undrstand-home-health-patients/)</span><span class="video-descr">Case Study</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Explain Clinical Document Spark NLP Pretrained Pipeline](https://www.johnsnowlabs.com/explain-clinical-document-spark-nlp-pretrained-pipeline/)</span><span class="video-descr">Veysel Kocaman - January 20, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Introducing Spark NLP: State of the art NLP Package (Part-II)](https://www.johnsnowlabs.com/introducing-spark-nlp-state-of-the-art-nlp-package-part-ii/)</span><span class="video-descr">Veysel Kocaman - January 20, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Automated Adverse Drug Event (ADE) Detection from Text in Spark NLP with BioBert](https://towardsdatascience.com/automated-adverse-drug-event-ade-detection-from-text-in-spark-nlp-with-biobert-837c700f5d8c)</span><span class="video-descr">Veysel Kocaman - Octover 4, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Normalize drug names and dosage units with spark NLP](https://www.johnsnowlabs.com/normalize-drug-names-and-dosage-units-with-spark-nlp/)</span><span class="video-descr">David Cecchini - February 23, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Spark NLP for healthcare 2.7.3 with biobert extraction models, higher accuracy, de-identification, new radiology ner model &amp; more](https://www.johnsnowlabs.com/spark-nlp-for-healthcare-2-7-3-is-available-now-biobert-based-relation-extraction-models-higher-accuracy-entity-resolution-massive-improvements-in-de-identification-extracting-body-part-relations/)</span><span class="video-descr">Veysel Kocaman - February 09, 2021</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Spark OCR & De-Identification
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/432305213" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Maximizing Text Recognition Accuracy with Image Transformers in Spark OCR. Mykola Melnyk - June 24, 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/449445904" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Accurate de-identification, obfuscation, and editing of scanned medical documents and images. Alina Petukhova - August 19, 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/412396046" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Accurate De-Identification of Structured & Unstructured Medical Data at Scale. Julio Bonis - March 18, 2020</div></div></div>
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[A Unified CV, OCR & NLP Model Pipeline for Document Understanding at DocuSign](https://www.nlpsummit.org/a-unified-cv-ocr-nlp-model-pipeline-for-document-understanding-at-docusign/)</span><span class="video-descr">Patrick Beukema, Michael Chertushkin - October 6, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Scaling High-Accuracy Text Extraction from Images using Spark OCR on Databricks](https://www.johnsnowlabs.com/scaling-high-accuracy-text-extraction-from-images-using-spark-ocr-on-databricks/)</span><span class="video-descr">Mikola Melnyk - July 2, 2020</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Spark NLP at Scale
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='fvdJRSQMtoc' -%}<div class="video-descr">Turbocharging State-of-the-art Natural Language Processing on Ray. David Talby - October 3, 2020</div></div></div>
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Big Data Analysis of Meetup Events using Spark NLP, Kafka and Vegas Visualization](https://towardsdatascience.com/a-big-data-analysis-of-meetup-events-using-spark-nlp-kafka-and-vegas-visualization-af12c0efed92)</span><span class="video-descr">Andrei Deuşteanu - August 25, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Setup Spark NLP on Databricks in 2 Minutes and get the taste of scalable NLP](https://medium.com/spark-nlp/spark-nlp-quickstart-tutorial-with-databricks-5df54853cf0a)</span><span class="video-descr">Christian Kasim Loan - May 25, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Real-time trending topic detection using Spark NLP, Kafka and Vegas Visualization](https://bigdata.ro/)</span><span class="video-descr">Valentina Crisan - Oct 15, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[Mueller Report for Nerds! Spark meets NLP with TensorFlow and BERT](https://medium.com/hackernoon/mueller-report-for-nerds-spark-meets-nlp-with-tensorflow-and-bert-part-1-32490a8f8f12)</span><span class="video-descr">Maziyar Panahi - May 1, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Spark in Docker in Kubernetes: A Practical Approach for Scalable NLP](https://towardsdatascience.com/spark-in-docker-in-kubernetes-a-practical-approach-for-scalable-nlp-9dd6ef47c31e)</span><span class="video-descr">Jürgen Schmidl - Jan 18 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_6.jpg)[Running Spark NLP in Docker Container for Named Entity Recognition and Other NLP Features](https://towardsdatascience.com/running-spark-nlp-in-docker-container-for-named-entity-recognition-and-other-nlp-features-8acdb662da5b)</span><span class="video-descr">Yuefeng Zhang - Jun 5 2020</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Annotation Lab
-
-{:.h4_article}
-#### Videos
-
-<div class="grid--container container-aside"><div class="grid">
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='gs1AaSBD-RQ' -%}<div class="video-descr">Accelerating Clinical Data Abstraction and Real-World Data Curation with Active Learning, Dia Trambitas - Apr 15, 2021</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item">{%- include extensions/youtube.html id='cv-s-Mg2504' -%}<div class="video-descr">MLOPS Veysel & Dia. Dia Trambitas, Veysel Kocaman - July 16, 2020</div></div></div>
-
-<div class="cell cell--12 cell--lg-6 cell--sm-12"><div class="video-item"><iframe title="vimeo-player" src="https://player.vimeo.com/video/423632854" width="100%" height="305" frameborder="0" allowfullscreen></iframe><div class="video-descr">Best Practices &amp; Tools for Accurate Document Annotation and Data Abstraction. Dia Trambitas - May 27, 2020</div></div></div>
-
-</div></div>
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[John Snow Labs’ data annotator & active learning for human-in-the-loop AI is now included with all subscriptions](https://www.johnsnowlabs.com/john-snow-labs-data-annotator-for-human-in-the-loop-ai-is-now-included-with-all-subscriptions/)</span><span class="video-descr">Ida Lucente - May 26, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Auto NLP: Pretrain, Tune & Deploy State-of-the-art Models Without Coding](https://www.nlpsummit.org/auto-nlp-pretrain-tune-deploy-state-of-the-art-models/)</span><span class="video-descr">Dia Trambitas - October 6, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Lesson Learned annotating training data for healthcare NLP projects](https://www.nlpsummit.org/lesson-learned-annotating-training-data-for-healthcare-nlp-projects/)</span><span class="video-descr">Rebecca Leung, Marianne Mak - October 8, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Task review workflows in the annotation lab](https://www.johnsnowlabs.com/task-review-workflows-in-the-annotation-lab/)</span><span class="video-descr">Dia Trambitas - March 08, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[The annotation lab 1.1 is here with improvements to speed, accuracy, and productivity](https://www.johnsnowlabs.com/the-annotation-lab-1-1-is-here-with-improvements-to-speed-accuracy-and-productivity/)</span><span class="video-descr">Ida Lucente - January 20, 2021</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Tips and tricks on how to annotate assertion in clinical texts](https://www.johnsnowlabs.com/tips-and-tricks-on-how-to-annotate-assertion-in-clinical-texts/)</span><span class="video-descr">Mauro Nievas Offidani - November 24, 2020</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Spark NLP Benchmarks
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Biomedical Named Entity Recognition at Scale](https://arxiv.org/abs/2011.06315)</span><span class="video-descr">Veysel Kocaman, David Talby - November 12, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[NLP Industry Survey Analysis: the industry landscape of natural language use cases in 2020](https://www.nlpsummit.org/nlp-industry-survey-analysis-2020/ )</span><span class="video-descr">Paco Nathan - October 6, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[Comparing the Functionality of Open Source Natural Language Processing Libraries](https://blog.dominodatalab.com/comparing-the-functionality-of-open-source-natural-language-processing-libraries/)</span><span class="video-descr">Maziyar Panahi and David Talby - April 7, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[SpaCy or Spark NLP — A Benchmarking Comparison](https://medium.com/spark-nlp/spacy-or-spark-nlp-a-benchmarking-comparison-23202f12a65c)</span><span class="video-descr">Mustafa Aytuğ Kaya - Aug 27, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[Comparing production-grade NLP libraries: Training Spark-NLP and spaCy pipelines](https://www.oreilly.com/ideas/comparing-production-grade-nlp-libraries-training-spark-nlp-and-spacy-pipelines)</span><span class="video-descr">Saif Addin Ellafi - February 28, 2018</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[Comparing production-grade NLP libraries: Running Spark-NLP and spaCy pipelines](https://www.oreilly.com/ideas/comparing-production-grade-nlp-libraries-running-spark-nlp-and-spacy-pipelines)</span><span class="video-descr">Saif Addin Ellafi - February 28, 2018</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[Comparing production-grade NLP libraries: Accuracy, performance, and scalability](https://www.oreilly.com/ideas/comparing-production-grade-nlp-libraries-accuracy-performance-and-scalability)</span><span class="video-descr">Saif Addin Ellafi - February 28, 2018</span>
-</div></div>
-
-</div></div>
-
-{:.h2_article}
-## Spark NLP Awards
-
-{:.h4_article}
-#### Articles
-
-<div class="grid--container container-aside article-wrapper"><div class="grid">
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_1.jpg)[John Snow Labs is healthcare tech outlook’s 2020 healthcare analytics provider of the year](https://www.johnsnowlabs.com/john-snow-labs-is-healthcare-tech-outlooks-2020-healthcare-analytics-provider-of-the-year/)</span><span class="video-descr">Ida Lucente - July 14, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_2.jpg)[John Snow Labs wins the 2020 artificial intelligence excellence award](https://www.johnsnowlabs.com/john-snow-labs-wins-the-2020-artificial-intelligence-excellence-award/)</span><span class="video-descr">Ida Lucente - April 27, 2020</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[John Snow Labs is named ‘2019 ai platform of the year](https://www.johnsnowlabs.com/john-snow-labs-is-named-2019-ai-platform-of-the-year/)</span><span class="video-descr">Ida Lucente - August 14, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_4.jpg)[Spark NLP is the world’s most widely used nlp library by enterprise practitioners](https://www.johnsnowlabs.com/spark-nlp-is-the-worlds-most-widely-used-nlp-library-by-enterprise-practitioners/)</span><span class="video-descr">Ida Lucente - May 6, 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_5.jpg)[John Snow Labs’ spark nlp wins “most significant open source project” at the strata data awards](https://www.johnsnowlabs.com/john-snow-labs-spark-nlp-wins-most-significant-open-source-project-at-the-strata-data-awards%ef%bb%bf/)</span><span class="video-descr">Ida Lucente April 1 - 2019</span>
-</div></div>
-
-<div class="cell cell--12 cell--lg-4 cell--sm-12"><div class="article-item" markdown="1">
-<span class="article-inner">![News](/assets/images/Article_3.jpg)[John Snow Labs named “artificial intelligence solution provider of the year” by cio review](https://www.johnsnowlabs.com/john-snow-labs-named-artificial-intelligence-solution-provider-of-the-year-by-cio-review/)</span><span class="video-descr">Ida Lucente - February 7, 2019</span>
-</div></div>
-
-</div></div>
diff --git a/docs/search.md b/docs/search.md
new file mode 100644
index 0000000000..d32db81bc5
--- /dev/null
+++ b/docs/search.md
@@ -0,0 +1,27 @@
+---
+layout: page
+page:
+    aside: false      
+mode: immersivebg
+pagetitle: Search - John Snow Labs
+title: Search
+permalink: /search
+show_subtitle: false
+key: search
+license: false
+show_date: false
+modify_date: "2023-11-24"
+---
+
+
+<div class="grid--container learn-hub container">
+    <div class="main-docs search-results-wrapper">
+        <div class="search-wrapper">
+            <div class="search-input-wrapper">
+                <input type="text" onclick="fetchAndPopulate()" id="search-input" placeholder="Search starts from 4 letters...">
+            </div>                    
+            <h2>Search results</h2>
+            <ul id="results-container" class="results-container"></ul>
+        </div>
+    </div>
+</div>
\ No newline at end of file