{"id":3650,"date":"2024-11-25T23:31:13","date_gmt":"2024-11-25T15:31:13","guid":{"rendered":"https:\/\/infernews.com\/?p=3650"},"modified":"2024-11-29T16:47:30","modified_gmt":"2024-11-29T08:47:30","slug":"%e4%bb%80%e9%ba%bc%e6%98%af-rag","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/%e4%bb%80%e9%ba%bc%e6%98%af-rag\/","title":{"rendered":"\u4ec0\u9ebc\u662f RAG"},"content":{"rendered":"<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"What is RAG ?\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_SDsY9hHS9Qo\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FSDsY9hHS9Qo%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/SDsY9hHS9Qo\" \/><meta itemprop=\"duration\" content=\"PT7M10S\" \/><meta itemprop=\"uploadDate\" content=\"2024-11-24T18:00:16Z\" \/><\/div><div id=\"lyte_SDsY9hHS9Qo\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FSDsY9hHS9Qo%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">What is RAG ?<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/SDsY9hHS9Qo\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FSDsY9hHS9Qo%2F0.jpg\" alt=\"What is RAG ?\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"\ud83d\udcf9 VIDEO TITLE \ud83d\udcf9 What is RAG ? \u270d\ufe0fVIDEO DESCRIPTION \u270d\ufe0f Retrieval-Augmented Generation (RAG) is revolutionizing how AI systems retrieve and generate information by combining the power of large language models (LLMs) with external knowledge sources. In this video, we break down the fundamentals of RAG, explaining how it works and why it\u2019s a game-changer for building accurate, contextually aware AI applications. By integrating retrieval mechanisms with generation capabilities, RAG ensures your AI models deliver informed, reliable, and up-to-date responses. A key focus of the video is understanding why embeddings and vector databases are central to RAG implementations. We explore how embeddings encode the semantic meaning of text into numerical vectors, enabling efficient and precise retrieval of relevant information. With vector databases like Pinecone, Weaviate, or FAISS, RAG systems can handle massive datasets, scale effortlessly, and retrieve the most contextually appropriate content for any given query. This combination of embeddings and vector databases ensures that RAG models seamlessly connect retrieval with high-quality, grounded generation. Whether you\u2019re building chatbots, knowledge assistants, or AI systems for specialized domains, this video provides a concise yet detailed overview of RAG and its foundational technologies. You\u2019ll learn why RAG is essential for overcoming knowledge gaps in LLMs, how it reduces hallucinations, and why embeddings and vector search are indispensable tools for developers. Perfect for AI enthusiasts, developers, and system architects, this video is your gateway to understanding the future of intelligent AI systems. \ud83e\uddd1\u200d\ud83d\udcbbGITHUB URL \ud83e\uddd1\u200d\ud83d\udcbb No code samples for this video \ud83d\udcfdOTHER NEW MACHINA VIDEOS REFERENCED IN THIS VIDEO \ud83d\udcfd What is the Perceptron? - https:\/\/youtu.be\/UeKxO-Sk0wE What is the MP Neuron? - https:\/\/youtu.be\/MBSHhsvaTjs What is Physical AI ? - https:\/\/youtu.be\/Xya21TpCog0 What is the Turing Test ? - https:\/\/youtu.be\/wXMLF54AUwU What is LLM Alignment ? - https:\/\/youtu.be\/nYX73hSDEqo What are Agentic Workflows? - https:\/\/youtu.be\/CwLAtLyFiTM Why is AI going Nuclear? - https:\/\/youtu.be\/eFYy1UYzdZg What is Synthetic Data? - https:\/\/youtu.be\/34n9DxFqFc0 What is NLP? - https:\/\/youtu.be\/C528qW0Zr8k What is Open Router? - https:\/\/youtu.be\/pfT6l0yMsB0 What is Sentiment Analysis? - https:\/\/youtu.be\/hkmAuBWhiXs What is Mojo ? - https:\/\/youtu.be\/5uqEPn3DQl8 SDK(s) in Pinecone Vector DB - https:\/\/youtu.be\/ttnPUbiLjv0 Pinecone Vector DB POD(s) vs Serverless - https:\/\/youtu.be\/t7qpxjTTccc Meta Data Filters in Pinecone Vector DB - https:\/\/youtu.be\/ztXrf88sX-M Namespaces in Pinecone Vector DB - https:\/\/youtu.be\/ztXrf88sX-M Fetches &amp; Queries in Pinecone Vector DB - https:\/\/youtu.be\/ztXrf88sX-M Upserts &amp; Deletes in Pinecone Vector DB - https:\/\/youtu.be\/ztXrf88sX-M What is a Pineconde Index - https:\/\/youtu.be\/IHm0-WBELTI What is the Pinecone Vector DB - https:\/\/youtu.be\/IHm0-WBELTI What is LLM LangGraph ? - https:\/\/youtu.be\/w4U3gG_C4VY AWS Lambda + Anthropic Claude - https:\/\/youtu.be\/WaxYMhNsCAk What is Llama Index ? - https:\/\/youtu.be\/vz3Z2XETpGM LangChain HelloWorld with Open GPT 3.5 - https:\/\/youtu.be\/tD335RLNYJQ Forget about LLMs What About SLMs - https:\/\/youtu.be\/Pn7a35dQq2s What are LLM Presence and Frequency Penalties? - https:\/\/youtu.be\/J66CRz6s734 What are LLM Hallucinations ? - https:\/\/youtu.be\/4xmMj6UPIb4 Can LLMs Reason over Large Inputs ? - https:\/\/youtu.be\/nCVjjXPIrxc What is the LLM\u2019s Context Window? - https:\/\/youtu.be\/y5wBbDSe0cM What is LLM Chain of Thought Prompting? - https:\/\/youtu.be\/Lwn88e17u4k Algorithms for Search Similarity - https:\/\/youtu.be\/jaJd9IFlVCA How LLMs use Vector Databases - https:\/\/youtu.be\/1GT6ctTyXFo What are LLM Embeddings ? - https:\/\/youtu.be\/UShw_1NbpCw How LLM\u2019s are Driven by Vectors - https:\/\/youtu.be\/Yl_ebS_jWZM What is 0, 1, and Few Shot LLM Prompting ? - https:\/\/youtu.be\/ckQPDM-97dM What are the LLM\u2019s Top-P and TopK ? - https:\/\/youtu.be\/aDmp2Uim0zQ What is the LLM\u2019s Temperature ? - https:\/\/youtu.be\/_YTnZOYxSjE What is LLM Prompt Engineering ? - https:\/\/youtu.be\/s_8Ba_UJkcA What is LLM Tokenization? - https:\/\/youtu.be\/q77s1gurXYU What is the LangChain Framework? - https:\/\/youtu.be\/dS5H-bjItqE CoPilots vs AI Agents - https:\/\/youtu.be\/zogst5DpBt4 What is an AI PC ? - https:\/\/youtu.be\/yTgy11yPy78 What are AI HyperScalers? - https:\/\/youtu.be\/YH9b7-BfSjQ What is LLM Fine-Tuning ? - https:\/\/youtu.be\/D-1Bk-NxiBI What is LLM Pre-Training? - https:\/\/youtu.be\/P7emqEtkiSk AI ML Training versus Inference - https:\/\/youtu.be\/lsPucobtdDk What is meant by AI ML Model Training Corpus? - https:\/\/youtu.be\/f0s2D-XvNbo \ud83d\udd20KEYWORDS \ud83d\udd20 #RAG #RetrievalAugmentedGeneration #LLM #LLMDrivenSystems #VectorDatabase #Pinecone #Embeddings #Vectors\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"What are LLM Embeddings ?\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_UShw_1NbpCw\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FUShw_1NbpCw%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/UShw_1NbpCw\" \/><meta itemprop=\"duration\" content=\"PT6M44S\" \/><meta itemprop=\"uploadDate\" content=\"2024-07-17T17:00:22Z\" \/><\/div><div id=\"lyte_UShw_1NbpCw\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FUShw_1NbpCw%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">What are LLM Embeddings ?<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/UShw_1NbpCw\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FUShw_1NbpCw%2F0.jpg\" alt=\"What are LLM Embeddings ?\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"\ud83d\udcf9 VIDEO TITLE \ud83d\udcf9 What are LLM Embeddings ? \u270d\ufe0fVIDEO DESCRIPTION \u270d\ufe0f AI \/ LLM one Concept at a time! \u2026.. In this video, we will delve into the world of LLM (Large Language Model) Vector Embeddings, focusing on the concept of how embeddings are generated and how it plays a crucial role RAG systems. If you are curious about how these embeddings work and their significance in the field, this video will provide a comprehensive overview. Stay tuned to explore the intricacies of LLM Vector Embeddings! \ud83e\uddd1\u200d\ud83d\udcbbGITHUB URL \ud83e\uddd1\u200d\ud83d\udcbb No code samples for this video \ud83d\udcfdOTHER NEW MACHINA VIDEOS REFERENCED IN THIS VIDEO \ud83d\udcfd What are the LLM\u2019s Top-P and TopK ? - https:\/\/youtu.be\/aDmp2Uim0zQ What is the LLM\u2019s Temperature ? - https:\/\/youtu.be\/_YTnZOYxSjE What is LLM Prompt Engineering ? - https:\/\/youtu.be\/s_8Ba_UJkcA What is LLM Tokenization? - https:\/\/youtu.be\/q77s1gurXYU What is the LangChain Framework? - https:\/\/youtu.be\/dS5H-bjItqE CoPilots vs AI Agents - https:\/\/youtu.be\/zogst5DpBt4 What is an AI PC ? - https:\/\/youtu.be\/yTgy11yPy78 What are AI HyperScalers? - https:\/\/youtu.be\/YH9b7-BfSjQ What is LLM Fine-Tuning ? - https:\/\/youtu.be\/D-1Bk-NxiBI What is LLM Pre-Training? - https:\/\/youtu.be\/P7emqEtkiSk AI ML Training versus Inference - https:\/\/youtu.be\/lsPucobtdDk What is meant by AI ML Model Training Corpus? - https:\/\/youtu.be\/f0s2D-XvNbo What is AI LLM Multi-Modality? - https:\/\/youtu.be\/8rr8jKKt7q4 What is an LLM ? - https:\/\/youtu.be\/pMZd3wLabTk Predictive versus Generative AI ? - https:\/\/youtu.be\/70EiOHDUBus What is a Foundation Model ? - https:\/\/youtu.be\/hdCuyPkaRBI What is AI, ML, Neural Networks and Deep Learning? - https:\/\/youtu.be\/n1BfJ6Qcib4 AWS Lambda + Amazon Polly #001100 - https:\/\/youtu.be\/idc0Cn0SfO0 AWS Lambda + Amazon Rekognition #001102 - https:\/\/youtu.be\/Va-5yiFzkys AWS Lambda + Amazon Comprehend #001103 - https:\/\/youtu.be\/0V2v6ShzMN0 Why can\u2019t you have AI driven Text Extraction? #001106 - https:\/\/youtu.be\/5YDk1RJAKUI Which Amazon ML \/ AI Service should you Use ? #001110 - https:\/\/youtu.be\/U7zCUs4SDtk Why can\u2019t I do Generative AI in AWS? #001112 - https:\/\/youtu.be\/v4EgffMvMU0 Why care about Foundation Models? #001113 https:\/\/youtu.be\/3xKmYa-PllE Why play in Amazon Bedrock playgrounds? #001114 https:\/\/youtu.be\/pmY5Iz4oTxo Get a ChatGPT API Key Now! #001000 - https:\/\/youtu.be\/_mk1HtP0E6o AWS Lambda + ChatGPT API #001001 - https:\/\/youtu.be\/nOqspIqHZfk Lambda + ChatGPT + DynamoDb #001002 - https:\/\/youtu.be\/OVzY5PSecgc Your own Custom AWS Website + ChatGPT API (part 1 of 5) #001003 - https:\/\/youtu.be\/yXWwwSeQSH4 Your own Custom AWS Website + ChatGPT API (part 2 of 5) #001004 - https:\/\/youtu.be\/IadVLbWGs-g Your own Custom AWS Website + ChatGPT API (part 3 of 5) #001005 - https:\/\/youtu.be\/-wKy9GMM5sA Your own Custom AWS Website + ChatGPT API (part 4 of 5) #001006 - https:\/\/youtu.be\/iC76sg_VoJ8 Your own Custom AWS Website + ChatGPT API (part 5 of 5) #001007 - https:\/\/youtu.be\/jkWNf-LqjmI \ud83d\udd20KEYWORDS \ud83d\udd20 #embeddings #textanalysis #Finetuning #tokenization #embeddinglayer #AI #wordembeddings #LLM #machinelearning #deeplearning #informationextraction #Vector #semanticsearch, #informationretrievalsystem #languagemodels #RAG #RetrievalAugmentedGeneration\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[109,27],"tags":[],"class_list":["post-3650","post","type-post","status-publish","format-standard","hentry","category-rag","category-paper"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/3650","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=3650"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/3650\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=3650"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=3650"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=3650"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}