#python#deep_learning#intel#machine_learning#neural_network#pytorch#quantization
Intel Extension for PyTorch boosts the speed of PyTorch on Intel hardware, including both CPUs and GPUs, by using special features like AVX-512, AMX, and XMX for faster calculations[5][2][4]. It supports many popular large language models (LLMs) such as Llama, Qwen, Phi, and DeepSeek, offering optimizations for different data types and easy GPU acceleration. This means you can run advanced AI models much faster and more efficiently on your Intel computer, with simple setup and support for both ready-made and custom models.
https://github.com/intel/intel-extension-for-pytorch
🌍 The Great Pacific Garbage Patch is a floating area of plastic and debris in the Pacific Ocean, now estimated to be more than twice the size of Texas. It affects sea life far beyond its borders. ✨
#pollution⚡#ocean⚡#plastics⚡#geography⚡#nature⚡#earth
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🌍 The Great Pacific Garbage Patch, a swirling mass of plastic debris, now covers an area larger than Germany. Ocean currents trap millions of tons of waste here, creating a persistent global pollution hotspot. ✨
#pollution⚡#oceans⚡#plastics⚡#geography⚡#nature⚡#earth
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🚀 U.S. March CPI Expected to Rise Amid Ongoing Iran Conflict
The market widely anticipates that the U.S. Consumer Price Index (CPI) for March will increase by 3.4%, surpassing last month's 2.4%, marking the largest year-on-year rise in two years. According to Jin10, during past oil market shocks, the most likely commodities to see price hikes include aviation fuel, steel, aluminum, natural gas, fertilizers, and plastics. Industries reliant on these materials are already feeling the strain. The ongoing Iran conflict, which has lasted several weeks, has shifted concerns from the initial oil price surge to the compounded effects of a prolonged conflict. For many economists, the most alarming aspect is not the immediate issues but the "aftershocks" that may emerge months or even years later. JPMorgan's CEO has referred to inflation as a potential "fly in the ointment" that could undermine stock market returns in 2026. Harvard University professor and former IMF chief economist Ken Rogoff recently discussed an overlooked impact of the war: the increased military spending's effect on the already strained U.S. budget deficit. He noted the risk of soaring bond yields, which could harm the stock market and affect U.S. affordability. Rogoff also mentioned that the current supply disruptions caused by the Iran conflict are sufficient to keep oil prices elevated for a year.
#USCPI#inflation#IranConflict#oilprices#aviationfuel#steel#aluminum#naturalgas#fertilizers#plastics#economicimpact#stockmarket#JPMorgan#budgetdeficit#militaryspending#bondyields#HarvardEconomist#supplydisruptions#USaffordability