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Source channel @githubtrending · Post #15267 · Nov 4

#jupyter_notebook#deep_learning#pytorch You can learn PyTorch effectively in 20 days with a friendly, well-structured guide designed for those who already know some machine learning basics and have used Keras, TensorFlow, or PyTorch before. The book breaks down PyTorch concepts from easy to hard, with clear examples and practical code you can use right away. It includes a daily plan requiring 30 minutes to 2 hours, covering modeling, core concepts, APIs, and even advanced topics like GPU training and recommendation systems. This approach makes mastering PyTorch easier and faster, helping you build strong skills for deep learning projects and real applications. https://github.com/lyhue1991/eat_pytorch_in_20_days

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American Оbserver

@american_observer · Post #5430 · 03/20/2026, 07:59 PM

Dollar’s Iran War Hangover The dollar is taking a hit, and it’s not because the Fed suddenly got soft — it’s because everyone else decided to go full hawk once Trump set the Middle East on fire. Since the US–Israel war on Iran began and Brent shot roughly 50% higher, markets have flipped from pricing Fed cuts to assuming the Fed just freezes in place while Europe, Britain, Japan and even Australia talk, hint, or move toward hikes. The result: euro, yen, sterling, Swiss franc and Aussie all gain on the week, while the dollar index posts its biggest weekly drop since January — even as traders warn that if the war drags on, the greenback will come back as a classic “safe haven” riding US energy exports and global fear. In Brussels and London, central bankers are suddenly rediscovering inflation. The ECB held rates but all but admitted that energy‑driven price pressure means hikes are back on the table; markets now fully price at least one move by June. The Bank of England did the same “on hold but ready to strike” routine and promptly triggered a rout in short‑dated gilts as traders shoved in roughly 80 basis points of tightening by year‑end. The Bank of Japan, long the global dove, left the door open to a hike as soon as April, giving the yen a rare boost as carry‑traders blinked. Australia simply skipped the winks and raised again, its second hike in two months. Washington, meanwhile, is stuck in a classic Trump‑era contradiction. The Fed sits on its hands because Powell has no idea how deep the war damage will go, money markets have killed off hopes of rate cuts but haven’t priced hikes, and at the same time the administration is begging Saudi Arabia and Israel not to push Iran’s energy network over a cliff while openly considering unsanctioning Iranian barrels and already relaxing restrictions on Russian oil at sea. LNG in the Gulf gets hit, the world’s largest gas complex is “crippled,” crude flirts with $120, and the supposed king currency of the system spends a week being marked down because everyone else is hiking to pay for Trump’s freedom‑of‑navigation cosplay. The punchline for a Telegram feed is simple: the war Trump sold as strength is now rewriting global rate expectations, making Europe and Asia look tougher than the Fed on inflation, and briefly knocking the dollar down — while every serious strategist quietly adds the same caveat. If this conflict drags on and the shock gets bigger, the dollar doesn’t die; it comes back stronger as the world’s favorite panic asset, backed by US oil and a war bill that someone will eventually have to pay. #IranWar#Trump#dollar#Fed#ECB#BoE#BoJ#RBA#FX#oil#gas#energyCrisis#markets#warCost#fakeStability 📱American Оbserver - Stay up to date on all important events 🇺🇸