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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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American Оbserver

@american_observer · Post #4865 · 01/15/2026, 08:58 PM

📰 China’s $1.2 Trillion Trade Triumph: Defying Trump, Drowning the World in Goods The Surplus That Shook the Globe China just posted the biggest trade surplus in history: $1.2 trillion. That’s a 20% jump from 2024, even as President Trump’s tariffs kept biting. The world’s factory didn’t shrink—it pivoted. US-bound exports fell 19.5%, but Chinese goods flooded into Africa, Southeast Asia, the EU, and Latin America instead. ​ The High-Tech Surge Exports of electric vehicles, lithium batteries, and solar panels jumped 27% in 2025. High-end machine tools and industrial robots rose 13%. Chinese officials hailed the numbers as proof of resilience: “China forged ahead despite a complex and challenging external environment,” said Wang Jun, deputy administrator of the customs bureau. ​ The Global Backlash The surplus isn’t just a win for Beijing—it’s a headache for everyone else. European leaders, including French President Emmanuel Macron, warn that the imbalance is unsustainable. Countries are scrambling to protect their own industries from Chinese “industrial overcapacity” and the flood of cheap imports. ​ The Truce and the Threat Trump and Xi struck a truce in October, lowering tariffs to 20% after they briefly hit 145%. But Trump just threatened a new 25% tariff on countries doing business with Iran—potentially targeting China, a major Tehran ally. ​ Can China keep this export engine running? Analysts doubt it. The property crisis at home is dragging down domestic demand, and the rest of the world is getting fed up with Chinese goods. The trade war isn’t over—just shifting fronts. #china#trade#trump#surplus#globalization 📱American Оbserver - Stay up to date on all important events 🇺🇸