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تصویر بالا، درخت تکامل مدل‌های زبانی بزرگ (LLM) رو از سال ۲۰۱۸ تا ۲۰۲۴ نشون میده.

نمودار سه شاخه اصلی داره:
* شاخه قرمز شامل مدل‌های Encoder-only مثل BERT هست.
* شاخه سبز شامل مدل‌های Encoder-Decoder مثل T5 هست.
* شاخه آبی شامل مدل‌های Decoder-only مثل GPT هست.

توی هر شاخه، برگ‌ها مسیر پیشرفت مدل‌ها رو نشون میدن. مثلا، در شاخه آبی، شروع‌کننده تقریبا GPT-2 بوده و جدیدترین‌ هم Llama 3.2 هست.

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تصویر بالا، درخت تکامل مدل‌های زبانی بزرگ (LLM) رو از سال ۲۰۱۸ تا ۲۰۲۴ نشون میده.

نمودار سه شاخه اصلی داره:
* شاخه قرمز شامل مدل‌های Encoder-only مثل BERT هست.
* شاخه سبز شامل مدل‌های Encoder-Decoder مثل T5 هست.
* شاخه آبی شامل مدل‌های Decoder-only مثل GPT هست.

توی هر شاخه، برگ‌ها مسیر پیشرفت مدل‌ها رو نشون میدن. مثلا، در شاخه آبی، شروع‌کننده تقریبا GPT-2 بوده و جدیدترین‌ هم Llama 3.2 هست.

@pytorch_howsam

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How to Invest in Bitcoin?

Like a stock, you can buy and hold Bitcoin as an investment. You can even now do so in special retirement accounts called Bitcoin IRAs. No matter where you choose to hold your Bitcoin, people’s philosophies on how to invest it vary: Some buy and hold long term, some buy and aim to sell after a price rally, and others bet on its price decreasing. Bitcoin’s price over time has experienced big price swings, going as low as $5,165 and as high as $28,990 in 2020 alone. “I think in some places, people might be using Bitcoin to pay for things, but the truth is that it’s an asset that looks like it’s going to be increasing in value relatively quickly for some time,” Marquez says. “So why would you sell something that’s going to be worth so much more next year than it is today? The majority of people that hold it are long-term investors.”

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