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Source channel @githubtrending · Post #15432 · Jan 23
#jupyter_notebook#chinese_llm#chinese_nlp#finetune#generative_ai#instruct_gpt#instruction_set#llama#llm#lora#open_models#open_source#open_source_models#qlora AirLLM is a tool that lets you run very large AI models on computers with limited memory by using a smart layer-by-layer loading technique instead of traditional compression methods. You can run a 70-billion-parameter model on just 4GB of GPU memory, or even a 405-billion-parameter model on 8GB, without losing model quality. The benefit is that you can use powerful AI models on affordable hardware without expensive upgrades, and the tool also offers optional compression features that can speed up performance by up to 3 times while maintaining accuracy. https://github.com/lyogavin/airllm
Search: #demography
@amazingeo · Post #420 · 10/28/2025, 08:31 PM
🌍 More than 40% of the world's population is under age 25—a record share of young people. This youth wave is largest in Africa and South Asia, shaping future trends worldwide. ✨ #demography⚡#youth⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #175 · 09/04/2025, 04:12 PM
🌍 Since the 1990s, the number of people living outside their birthplace has more than doubled, with most international migration now happening between countries in Asia and Europe. ✨ #migration⚡#demography⚡#movement⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography🌍
@amazingeo · Post #481 · 11/28/2025, 12:31 PM
🌍 Some rural areas in Eastern Europe are experiencing net population loss as younger generations migrate westward, leaving behind villages with only a handful of elderly residents. ✨ #migration⚡#demography⚡#Europe⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #383 · 10/17/2025, 03:31 PM
🌍 Just 2% of the world’s population lives in countries with fewer than one million people, while over half reside in just seven nations, highlighting an immense population imbalance. ✨ #population⚡#demography⚡#distribution⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels