Is RAG Still Needed? Choosing the Best Approach for LLMs
Imagine stepping into a time machine and setting it to go back—only to realize that it’s stuck and can’t rev back up to the current moment. That’s somewhat analogous to the capabilities and limitations of Large Language Models (LLMs) in the ever-evolving landscape of AI. LLMs like GPT-3 or BERT are revolutionary, no doubt, but […]
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Beginner Friendly Step-by-Step Example of RAG
Imagine your large language model (LLM) is like a vast library brimming with books containing general knowledge about almost everything. Now, suppose you run a specialized store—maybe a boutique with exclusive fashion items or a tech shop with unique gadgets. Customers pop in with questions specific to what you offer. While your LLM is a […]
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Introducing RAG 2.0: Agentic RAG + Knowledge Graphs (FREE Template)
In AI-driven knowledge retrieval, blending multiple strategies can create a potent mix that pushes the boundaries of how machines access and process information. In my recent foray into the world of AI agents, I’ve been particularly captivated by two pivotal tools: vector databases and knowledge graphs. These tools, when combined, form a robust system known […]
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How to Train LLMs With Your Own Data EASILY with a RAG AI Agent (n8n and Pinecone)
Have you ever received an incorrect response from a supposedly intelligent chatbot? I recently experienced this firsthand when I inquired about setting up the Chakra UI provider in its version 3. Misinformation like this can be frustrating, especially when you depend on these tools for quick, accurate answers. But, as I discovered, there’s a way […]
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The Art of Semantic Search in Django: A Journey with Postgres and pgvector
Here’s a video of a conference talk about semantic search with Django, PostgreSQL, and pgvector presented by Paolo Melchiorre at POSETTE: An Event for Postgres 2024. Artificial intelligence is now a required functionality in many fields, and we often find ourselves needing to add to existing projects. The first problem to face is that of […]
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Vector Databases really are All That!
This video is from FranksWorldTV.
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Learn Vector Database in 10 Mins – Hottest AI Apps DB!
This video from 1littlecoder covers Vector Databases and why it’s the hottest new DB in AI Apps.” First, we’ll introduce Vector Database and explain how it differs from traditional databases, particularly in its ability to handle high-dimensional and sparse data with lightning-fast performance. Next, we’ll explore the many use cases of Vector Database in various […]
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