Ridwan Ibidunnialjebraschool.hashnode.dev·Jan 7, 2025What is Attention in Large Language ModelIntroduction Human language is intricate and multifaceted, with its complexity arising from two fundamental elements: semantics and context. Semantics refers to the literal, dictionary meaning of words, while context shapes how those words take on d...attention-mechanism
Mahendra Dewanganmahendradew.hashnode.dev·Jan 3, 2025Vector Databases and EmbeddingsIn the era of rapidly growing unstructured data — ranging from images and audio to text and videos — traditional databases often fall short in managing and retrieving insights from these complex data types. Enter vector databases and embeddings, the ...1 likevector database
Ridwan Ibidunnialjebraschool.hashnode.dev·Dec 31, 2024Understanding Context in AI: The Impact of Sentence Embeddings ExplainedIntroduction Ever wonder how AI can summarize entire articles or detect sarcasm in a sentence? 🤔 It's not just about recognizing individual words — it’s about understanding the whole sentence.This is where sentence embeddings come in. Just as word ...embedding
Harvey Ducayhddatascience.tech·Dec 5, 2024Uncovering Semantic Relationships with the Universal Sentence EncoderAs the amount of text data we interact with on a daily basis continues to grow, the ability to quickly identify meaningful connections between pieces of information becomes increasingly valuable. This is where semantic similarity models can be incred...TensorFlow
Yoeven D KhemlaniforJigsawStack Blogjigsawstack.hashnode.dev·Nov 28, 2024Introducing Multimodal Multilingual Embedding Model for Images, Audio and PDFs in AlphaWe launched our State-of-the-art embedding model that supports a wide range of document types including PDF, Images, Audio and more. Quick Technical specs: Support inputs: text, image, pdf, audio Supports auto embedding chunking: yes 80+ languages...embedding
Rodrigo Mansueliblog.mansueli.com·Nov 21, 2024Executing Dynamic JavaScript Code on Supabase with Edge FunctionsSupabase is a powerful backend service that makes it easy for developers to work with real-time data, authentication, and more. One of the most interesting features it offers is Supabase Edge Functions, which allow you to create and run serverless fu...37 readssupabase
karthik hublitext-embedding.hashnode.dev·Nov 21, 2024From Words to Vectors: Understanding the Magic of Text EmbeddingTransformers are the backbone of large language models (LLMs) and have revolutionized natural language processing by enabling models to handle vast amounts of text efficiently. Unlike traditional neural networks, transformers use a self-attention mec...AI
Sai Prasanna Maharanasaimaharana.hashnode.dev·Oct 23, 2024Embedding Techniques in LangChain and How to Implement ThemIntroduction Embeddings are numerical representations of text, images, or other data types that capture their semantic meaning in a vector space. In natural language processing (NLP) and applications involving large language models (LLMs), embeddings...Gen AIlangchain
Muneer Ahmedthisismuneer.hashnode.dev·Oct 1, 2024You are the average of the five others around you.At its core, modern Natural Language Processing is built on a fascinating idea: "A word is characterized by the company it keeps." When I first learned about vector embeddings, this concept instantly reminded me of the saying "You are the average of ...1 like·41 readsvector embeddings
Richard Kovacsrichardkovacs.hashnode.dev·May 1, 2024Three Key Concepts to Build Future-Proof AI ApplicationsCurrent AI models won't reach AGI. Not even larger ones. GPT-5, GPT-6, Llama 4, Llama 5, Gemini Ultra Pro Max, it doesn't matter. We are currently living in the age of mixed computing. Deterministic computing is still the dominant type, as the majori...AI
