دانلود کتاب ۵۰ پروژه یادگیری ماشین برای درک LLMها – بررسی مکانیسم‌های ترانسفورماتور از طریق تجزیه و تحلیل داده‌ها، تجسم و آزمایش

LLMs are among the most important, impactful, and cutting-edge technology in modern humanity. They are becoming increasingly common in every other piece of tech, and therefore are becoming increasingly integrated into every aspect of our professional, personal, and civic lives. It is difficult to imagine careers that AI will not impact. Simultaneously, LLMs raise serious concerns about ethics, bias and fairness, errors in reasoning, hallucinations, and misuse (e.g., misinformation and disinformation). These concerns are exacerbated by modern LLMs being both literal and figurative “black boxes”: Literal black boxes because many advanced AI systems are proprietary and the weights (trained parameters of the models) are not released to the public; and figurative black boxes because even the open-source AI models are so complicated that understanding them and developing safety guardrails has thus far proven extremely difficult. Thus, learning about LLMs is important for several reasons, including career opportunities, improved customization, AI safety, and understanding developments in modern technology.