#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
🌍 Time zones are not always set by longitude—some countries, like China, use one time zone nationwide despite spanning five natural zones, affecting daily life from sunrise to sunset across vast distances. ✨
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🌍 Some time zones offset by just 15 or 30 minutes exist, like India’s UTC+5:30 and Newfoundland’s UTC−3:30. These unusual divisions reflect local choices instead of sticking to whole hours. ✨
#timezones⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some countries adjust their time zones by just a single minute. Venezuela, for example, once set its clocks to UTC−4:30, then shifted to UTC−4:00 for efficiency, creating rare minute-level changes. ✨
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🌍 Spain's Canary Islands, though just west of Africa, use the same time zone as mainland Spain. Their clocks are always one hour behind the rest of the country, bridging continents by time. ✨
#timezone⚡#islands⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some Antarctic research stations use New Zealand’s time zone, while others choose the time of their home country. This means clocks at the South Pole can show different times—sometimes up to 12 hours apart. ✨
#timezones⚡#antarctica⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Nepal is one of the few countries that advances its clocks by 45 minutes from standard time, using a unique offset of UTC+5:45 to better match local solar time. ✨
#timezones⚡#Nepal⚡#clocks⚡#geography⚡#nature⚡#earth
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