#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
🌍 Water molecules in the ocean today could have once traveled through glaciers, rivers, or clouds—completing a global journey called the water cycle that never truly ends. ✨
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🌍 Some of the water we drink today has cycled through dinosaurs and ancient forests. Water molecules can take thousands of years to complete a single journey through the global water cycle. ✨
#hydrology⚡#watercycle⚡#earth⚡#geography⚡#nature
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🌍 Water in the atmosphere is always on the move—at any moment, only about 0.001% of Earth’s water is in the air as vapor, yet this tiny fraction drives all rain, snow, and weather worldwide. ✨
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🌍 Water vapor in the air isn’t just invisible—it’s crucial for moving energy around the planet. When vapor condenses into clouds, it releases heat that drives weather systems worldwide. ✨
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🌍 About 90% of the water exchanged in the global water cycle happens over the oceans, not land. Yet this invisible ocean-to-sky movement powers most of the world’s rainfall. ✨
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🌍 Just 0.001% of all water on Earth is found in rivers, lakes, and the atmosphere. The vast majority is locked away in ice sheets, glaciers, or underground where we rarely see it. ✨
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🌍 The water cycle, or hydrologic cycle, constantly moves water through evaporation, condensation, and precipitation, powering rivers, forming clouds, and shaping climates worldwide. ✨
#watercycle⚡#evaporation⚡#precipitation⚡#geography⚡#nature⚡#earth
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