#jupyter_notebook#artificial_intelligence#book#large_language_models#llm#llms#oreilly#oreilly_books
You can learn how to use Large Language Models (LLMs) effectively through the book *Hands-On Large Language Models* by Jay Alammar and Maarten Grootendorst. This book uses nearly 300 custom illustrations to explain key concepts and practical tools for working with LLMs, including tokenization, transformers, prompt engineering, fine-tuning, and advanced text generation. It also provides runnable code examples in Google Colab, making it easy to practice and apply what you learn. This resource helps you understand and build your own LLM applications confidently, saving you time and effort in mastering complex AI technology. It’s highly recommended for anyone wanting hands-on experience with LLMs.
https://github.com/HandsOnLLM/Hands-On-Large-Language-Models
🌎 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
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🌍 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
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🌎 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
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🌍 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
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🌍 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
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🌎 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
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