This post is divided into three parts; they are: • Interpolation and Extrapolation in Sinusoidal Encodings and RoPE • Interpolation in Learned Encodings • YaRN for Larger Context Window Sinusoidal encodings excel at extrapolation due to their use of continuous functions: $$ \begin{aligned} PE(p, 2i) &= \sin\left(\frac{p}{10000^{2i/d}}\right) \\ PE(p, 2i+1) &= \cos\left(\frac{p}{10000^{2i/d}}\right) \end{aligned} $$ You…
Hugging Face has added Groq to its AI model inference providers, bringing lightning-fast processing to the popular model hub. Speed and efficiency have become increasingly crucial in AI development, with many organisations struggling to balance model performance against rising computational costs. Rather than using traditional GPUs, Groq has designed chips purpose-built for language models. The…
If you’ve been using large language models like GPT-4 or Claude, you’ve probably wondered how they can write actually usable code, explain complex topics, or even help you debug your morning coffee routine (just kidding!). Source link
AI has moved beyond experimentation to become a core part of business operations, but deployment challenges persist. Research from Zogby Analytics, on behalf of Prove AI, shows that most organisations have graduated from testing the AI waters to diving in headfirst with production-ready systems. Despite this progress, businesses are still grappling with basic challenges around…
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Apple is beginning to use generative artificial intelligence to help design the chips that power its devices. The company’s hardware chief, Johny Srouji, made that clear during a speech last month in Belgium. He said Apple is exploring AI as a way to save time and reduce complexity in chip design, especially as chips grow…
MLOps, or machine learning operations, is all about managing the end-to-end process of building, training, deploying, and maintaining machine learning models. Source link
‘The OpenAI Files’ report, assembling voices of concerned ex-staff, claims the world’s most prominent AI lab is betraying safety for profit. What began as a noble quest to ensure AI would serve all of humanity is now teetering on the edge of becoming just another corporate giant, chasing immense profits while leaving safety and ethics…
Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more GenLayer, a startup building decentralized legal infrastructure for AI and machine agents, has launched its first incentivized testnet, dubbed Asimov. This marks the initial rollout of its multi-phase validator onboarding and technology…