Apple's Hidden AI 🍎 // Musk's Federal AI Dept. Proposal 🏛️ // Efficient MoE & Memory Management 🚀

Apple's use of AI in its new devices, including a new chip that includes improved data crunching capabilities and a four-core "Neural Engine" that can process machine learning tasks up to twice as quickly. Elon Musk's proposal for a federal department of AI after his Capitol Hill summit, citing the potential harm of unchecked AI development. Cutting-edge research on efficient memory management, mesa-optimization algorithms, and extremely parameter-efficient MoE. The proposed solutions to challenges in serving large language models efficiently, including PagedAttention and vLLM. Contact:  [email protected] Timestamps: 00:34 Introduction 01:41 AI quietly reshapes Apple iPhones, Watches 03:06 Elon Musk calls for federal department of AI after Capitol Hill summit 04:34 Jason Wei tweets 06:15 Fake sponsor 08:06 Pushing Mixture of Experts to the Limit: Extremely Parameter Efficient MoE for Instruction Tuning 09:33 Uncovering mesa-optimization algorithms in Transformers 11:06 Efficient Memory Management for Large Language Model Serving with PagedAttention 12:53 Outro