#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag
Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data.
https://github.com/FareedKhan-dev/all-rag-techniques
🌍 Libya’s Libyan Desert holds sand seas with dunes reaching up to 180 meters tall. These giant dunes constantly shift with the wind, creating landscapes that can look completely different in just a few years. ✨
#desert⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography
👉more Channels
🌍 In the Taklamakan Desert of China, some sand dunes reach up to 300 meters tall. Shifting winds keep these giant dunes moving, constantly reshaping the landscape year after year. ✨
#deserts⚡#dunes⚡#arid⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography🌍
🌍 In Australia’s Simpson Desert, certain red sand dunes can “move” up to a meter each year as winds slowly push millions of grains, gradually shifting entire hills across the arid landscape. ✨
#deserts⚡#dunes⚡#Australia⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography
👉more Channels
🌍 The world's highest coastal dune towers 352 meters above sea level at Pilat Dune in France. This massive sand formation shifts yearly as Atlantic winds pile new layers along the shore. ✨
#seacoast⚡#dunes⚡#landscape⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography
👉more Channels
🌍 The Namib Sand Sea is the only coastal desert made entirely of shifting sand dunes recognized as a UNESCO World Heritage site, with winds constantly sculpting waves of sand along the Atlantic coast. ✨
#desert⚡#dunes⚡#Namibia⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography
👉more Channels