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Source channel @githubtrending · Post #14845 · Jun 20
#jupyter_notebook#ai#artificial_intelligence#chatgpt#deep_learning#from_scratch#gpt#language_model#large_language_models#llm#machine_learning#python#pytorch#transformer You can learn how to build your own large language model (LLM) like GPT from scratch with clear, step-by-step guidance, including coding, training, and fine-tuning, all explained with examples and diagrams. This approach mirrors how big models like ChatGPT are made but is designed to run on a regular laptop without special hardware. You also get access to code for loading pretrained models and fine-tuning them for tasks like text classification or instruction following. This helps you deeply understand how LLMs work inside and lets you create your own functional AI assistant, gaining practical skills in AI development[1][2][3][4]. https://github.com/rasbt/LLMs-from-scratch
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@interesting_planet_facts · Post #722 · 09/10/2025, 01:22 PM
🌎 Cleaner wrasse fish set up "cleaning stations" on coral reefs where larger fish line up to have parasites removed from their skin and gills. This mutual cooperation benefits both—the wrasse get food and the client fish stay healthy. Some cleaner wrasse perform hundreds of cleaning sessions each day. ✨ #symbiosis⚡#reefs⚡#ocean 👉subscribe Interesting Planet
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@amazingeo · Post #167 · 09/03/2025, 09:12 AM
🌍 Some coral reefs can recover from bleaching by hosting heat-resistant algae. These microscopic partners boost their survival, helping reefs withstand warmer ocean temperatures. ✨ #reefs⚡#biodiversity⚡#ocean⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@interesting_planet_facts · Post #1356 · 03/29/2026, 10:11 PM
🌎 Coral reefs are built on the partnership between coral polyps and microscopic algae called zooxanthellae. The algae live inside the coral and provide energy using photosynthesis, while corals give them shelter and nutrients. This symbiosis is vital—corals eject algae during stress, causing coral bleaching. ✨ #animals⚡#cooperation⚡#reefs 👉subscribe Interesting Planet 👉more Channels
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@amazingeo · Post #507 · 12/11/2025, 12:31 PM
🌍 Some mangrove forests grow right next to coral reefs, creating a double habitat where young fish shelter in tangled roots before moving to open reef waters—a rare team-up found in only a few tropical regions. ✨ #mangroves⚡#reefs⚡#biodiversity⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #129 · 08/28/2025, 12:12 AM
🌍 Coral reefs cover less than 1% of the ocean floor but support about 25% of all marine species. These vibrant ecosystems act as nurseries for countless fish and sea creatures. ✨ #coral⚡#reefs⚡#ocean⚡#biodiversity⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@interesting_planet_facts · Post #1089 · 12/01/2025, 12:11 PM
🌎 Coral reefs provide another remarkable natural record of Earth’s past. As corals grow, they form bands in their skeletons that reflect seasonal changes in water temperature, chemistry, and even extreme weather events. Some coral cores reveal ocean conditions dating back several centuries. ✨ #coral⚡#reefs⚡#paleoclimate⚡#oceanography 👉subscribe Interesting Planet 👉more Channels