{"id":1047,"date":"2025-11-05T06:54:32","date_gmt":"2025-11-05T06:54:32","guid":{"rendered":"https:\/\/eolais.cloud\/?p=1047"},"modified":"2025-11-05T07:00:29","modified_gmt":"2025-11-05T07:00:29","slug":"neural-network-in-between-nlp-llm","status":"publish","type":"post","link":"https:\/\/eolais.cloud\/index.php\/2025\/11\/05\/neural-network-in-between-nlp-llm\/","title":{"rendered":"Neural Network in between NLP &amp; LLM"},"content":{"rendered":"\n<p>Let&#8217;s extend our previous analogy from this <a href=\"https:\/\/eolais.cloud\/index.php\/2025\/11\/05\/llm-nlp-fundamental\/\">https:\/\/eolais.cloud\/index.php\/2025\/11\/05\/llm-nlp-fundamental\/<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>NLP<\/strong>&nbsp;is the entire field of&nbsp;<strong>&#8220;Automotive Engineering.&#8221;<\/strong><\/li>\n\n\n\n<li><strong>Neural Networks<\/strong>&nbsp;are the&nbsp;<strong>&#8220;Internal Combustion Engine&#8221;<\/strong>&nbsp;technology a foundational way to build powertrains.<\/li>\n\n\n\n<li><strong>LLMs<\/strong>&nbsp;are a specific, highly advanced type of engine, like a&nbsp;<strong>&#8220;Turbocharged V8 Engine&#8221;<\/strong>&nbsp;that is built using internal combustion principles.<\/li>\n<\/ul>\n\n\n\n<p>In technical terms:&nbsp;<strong>LLMs are a type of Neural Network, and Neural Networks are a key technique used in NLP.<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Detailed Breakdown<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">What is a Neural Network (NN)?<\/h4>\n\n\n\n<p>A Neural Network is a computing system vaguely inspired by the biological neural networks in animal brains. It&#8217;s composed of interconnected layers of nodes (&#8220;neurons&#8221;) that process information.<\/p>\n\n\n\n<p><strong>Key Idea:<\/strong>&nbsp;A neural network learns to map inputs to outputs by adjusting the &#8220;weights&#8221; of the connections between its neurons based on the data it&#8217;s trained on.<\/p>\n\n\n\n<p><strong>Simple Analogy:<\/strong>&nbsp;Imagine teaching a child to recognize dogs. You show them many pictures (data). Their brain strengthens the connections for &#8220;furry,&#8221; &#8220;four legs,&#8221; &#8220;wet nose&#8221; and weakens connections for &#8220;has wheels,&#8221; &#8220;feathers.&#8221; A neural network does the same thing mathematically.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">The Hierarchical Relationship<\/h4>\n\n\n\n<p>The relationship between these three concepts is best visualized as a set of nesting dolls or a pyramid:<\/p>\n\n\n\n<p><strong>NLP (The Field)<\/strong><br><strong>\u2193<\/strong><br><em>Uses various techniques, including&#8230;<\/em><br><strong>\u2192 Machine Learning \/ Deep Learning<\/strong><br><strong>\u2193<\/strong><br><em>Which primarily uses&#8230;<\/em><br><strong>\u2192 Neural Networks (The Architecture)<\/strong><br><strong>\u2193<\/strong><br><em>A specific, powerful type of neural network is the&#8230;<\/em><br><strong>\u2192 Transformer Network (The Model Architecture)<\/strong><br><strong>\u2193<\/strong><br><em>A very large Transformer trained on text is a&#8230;<\/em><br><strong>\u2192 Large Language Model (LLM) (The Specific Tool)<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">How They Fit Together: A Technical Evolution<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>NLP uses Neural Networks:<\/strong><br>For decades, NLP relied on simpler, rule-based systems. The field was revolutionized when researchers started using&nbsp;<strong>Neural Networks<\/strong>&nbsp;because they could learn complex patterns in language directly from data, instead of needing humans to write all the rules.<\/li>\n\n\n\n<li><strong>A Specific Neural Network Architecture for Language: The Transformer<\/strong><br>In 2017, a groundbreaking paper from Google introduced the&nbsp;<strong>Transformer<\/strong>&nbsp;architecture. This was a specific design for a neural network that was exceptionally good at handling sequences (like sentences) by using a mechanism called &#8220;attention.&#8221; The &#8220;attention&#8221; mechanism allows the model to weigh the importance of different words in a sentence when processing it.\n<ul class=\"wp-block-list\">\n<li><strong>Think of it like this:<\/strong>&nbsp;When reading &#8220;The cat sat on the mat because it was tired,&#8221; a Transformer learns that &#8220;it&#8221; refers to &#8220;cat&#8221; and not &#8220;mat.&#8221; It&nbsp;<em>pays attention<\/em>&nbsp;to the right words.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>The Birth of the LLM:<\/strong><br>Researchers discovered that if you take the&nbsp;<strong>Transformer architecture<\/strong>&nbsp;and train it on a&nbsp;<strong>massive scale<\/strong>&nbsp;(using huge amounts of text data and vast computing power), it develops a remarkable, general-purpose understanding of language. These scaled-up models became known as&nbsp;<strong>Large Language Models (LLMs)<\/strong>&nbsp;like GPT-4, PaLM, and Llama.<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">Summary of the Relationship<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Concept<\/th><th>Role in the Stack<\/th><th>Simple Analogy<\/th><\/tr><\/thead><tbody><tr><td><strong>Neural Network<\/strong><\/td><td><strong>The Foundational Architecture<\/strong><\/td><td>The &#8220;Internal Combustion Engine&#8221; &#8211; a powerful way to build learning machines.<\/td><\/tr><tr><td><strong>Transformer<\/strong><\/td><td><strong>A Specific Blueprint<\/strong>&nbsp;for a neural network that is exceptionally good with language.<\/td><td>The blueprint for a &#8220;V8 Engine&#8221; design.<\/td><\/tr><tr><td><strong>LLM<\/strong><\/td><td><strong>A concrete instance<\/strong>&nbsp;of a Transformer model that has been built at a massive scale.<\/td><td>A specific, fully-built &#8220;Turbocharged V8 Engine.&#8221;<\/td><\/tr><tr><td><strong>NLP<\/strong><\/td><td><strong>The Overall Field &amp; Goal<\/strong>&nbsp;that uses all of the above as tools.<\/td><td>The field of &#8220;Automotive Engineering.&#8221;<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Key Takeaway<\/h3>\n\n\n\n<p>You can think of it as a specialization chain:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>General AI Technique:<\/strong>&nbsp;Neural Networks<\/li>\n\n\n\n<li><strong>Specialized for Sequences:<\/strong>&nbsp;Transformer Architecture<\/li>\n\n\n\n<li><strong>Scaled Up with Data:<\/strong>&nbsp;Large Language Model (LLM)<\/li>\n\n\n\n<li><strong>Applied to a Field:<\/strong>&nbsp;Natural Language Processing (NLP)<\/li>\n<\/ul>\n\n\n\n<p>So, when you interact with ChatGPT, you are using an&nbsp;<strong>LLM<\/strong>&nbsp;(like GPT-4), which is a type of&nbsp;<strong>Neural Network<\/strong>&nbsp;(specifically a Transformer), to solve problems in the field of&nbsp;<strong>NLP<\/strong>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Let&#8217;s extend our previous analogy from this https:\/\/eolais.cloud\/index.php\/2025\/11\/05\/llm-nlp-fundamental\/ In technical terms:&nbsp;LLMs are a type of Neural Network, and Neural Networks are a key technique used in NLP. Detailed Breakdown What is a Neural Network (NN)? A Neural Network is a computing system vaguely inspired by the biological neural networks in animal brains. It&#8217;s composed of [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[20],"tags":[],"class_list":["post-1047","post","type-post","status-publish","format-standard","hentry","category-ai-machine-learning","entry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.3.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Neural Network in between NLP &amp; LLM - Future Knowledge<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/eolais.cloud\/index.php\/2025\/11\/05\/neural-network-in-between-nlp-llm\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Neural Network in between NLP &amp; LLM - Future Knowledge\" \/>\n<meta property=\"og:description\" content=\"Let&#8217;s extend our previous analogy from this https:\/\/eolais.cloud\/index.php\/2025\/11\/05\/llm-nlp-fundamental\/ In technical terms:&nbsp;LLMs are a type of Neural Network, and Neural Networks are a key technique used in NLP. 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