250 subscribers
ออฟไลน์ด้วยแอป Player FM !
AI Computing Hardware - Past, Present, and Future
Manage episode 463695413 series 3010767
A special one-off episode with a deep dive into the past, present, and future of how computer hardware makes AI possible.
Join our brand new Discord here! https://discord.gg/nTyezGSKwP
Read out our text newsletter and comment on the podcast at https://lastweekin.ai/.
Sponsors:
- The Generator - An interdisciplinary AI lab empowering innovators from all fields to bring visionary ideas to life by harnessing the capabilities of artificial intelligence.
In this episode:
- Google and Mistral sign deals with AP and AFP, respectively, to deliver up-to-date news through their AI platforms.
- ChatGPT introduces a tasks feature for reminders and to-dos, positioning itself more as a personal assistant.
- Synthesia raises $180 million to enhance its AI video platform for generating videos of human avatars.
- New U.S. guidelines restrict exporting AI chips to various countries, impacting Nvidia and other tech firms.
If you would like to become a sponsor for the newsletter, podcast, or both, please fill out this form.
Timestamps:
- 00:00:00 Introduction
- 00:03:08 Historical Recap: Early AI and Hardware
- 00:11:51 The Rise of GPUs and Deep Learning
- 00:15:39 Scaling Laws and the Evolution of AI Models
- 00:24:05 The Bitter Lesson and the Future of AI Compute
- 00:25:58 Moore's Law and Huang's Law
- 00:30:12 Memory and Logic in AI Hardware
- 00:34:53 Challenges in AI Hardware: The Memory Wall
- 00:37:08 The Role of GPUs in Modern AI
- 00:42:27 Fitting Neural Nets in GPUs
- 00:48:04 Batch Sizes and GPU Utilization
- 00:52:47 Parallelism in AI Models
- 00:55:53 Matrix Multiplications and GPUs
- 00:59:57 Understanding B200 and GB200
- 01:05:41 Data Center Hierarchy
- 01:13:42 High Bandwidth Memory (HBM)
- 01:16:45 Fabrication and Packaging
- 01:20:17 The Complexity of Semiconductor Fabrication
- 01:24:34 Understanding Process Nodes
- 01:28:26 The Art of Fabrication
- 01:33:17 The Role of Yield in Fabrication
- 01:35:47 The Photolithography Process
- 01:40:38 Deep Ultraviolet Lithography (DUV)
- 01:43:58 Extreme Ultraviolet Lithography (EUV)
- 01:51:46 Export Controls and Their Impact
- 01:54:22 The Rise of Custom AI Hardware
- 02:00:10 The Future of AI and Hardware
241 ตอน
Manage episode 463695413 series 3010767
A special one-off episode with a deep dive into the past, present, and future of how computer hardware makes AI possible.
Join our brand new Discord here! https://discord.gg/nTyezGSKwP
Read out our text newsletter and comment on the podcast at https://lastweekin.ai/.
Sponsors:
- The Generator - An interdisciplinary AI lab empowering innovators from all fields to bring visionary ideas to life by harnessing the capabilities of artificial intelligence.
In this episode:
- Google and Mistral sign deals with AP and AFP, respectively, to deliver up-to-date news through their AI platforms.
- ChatGPT introduces a tasks feature for reminders and to-dos, positioning itself more as a personal assistant.
- Synthesia raises $180 million to enhance its AI video platform for generating videos of human avatars.
- New U.S. guidelines restrict exporting AI chips to various countries, impacting Nvidia and other tech firms.
If you would like to become a sponsor for the newsletter, podcast, or both, please fill out this form.
Timestamps:
- 00:00:00 Introduction
- 00:03:08 Historical Recap: Early AI and Hardware
- 00:11:51 The Rise of GPUs and Deep Learning
- 00:15:39 Scaling Laws and the Evolution of AI Models
- 00:24:05 The Bitter Lesson and the Future of AI Compute
- 00:25:58 Moore's Law and Huang's Law
- 00:30:12 Memory and Logic in AI Hardware
- 00:34:53 Challenges in AI Hardware: The Memory Wall
- 00:37:08 The Role of GPUs in Modern AI
- 00:42:27 Fitting Neural Nets in GPUs
- 00:48:04 Batch Sizes and GPU Utilization
- 00:52:47 Parallelism in AI Models
- 00:55:53 Matrix Multiplications and GPUs
- 00:59:57 Understanding B200 and GB200
- 01:05:41 Data Center Hierarchy
- 01:13:42 High Bandwidth Memory (HBM)
- 01:16:45 Fabrication and Packaging
- 01:20:17 The Complexity of Semiconductor Fabrication
- 01:24:34 Understanding Process Nodes
- 01:28:26 The Art of Fabrication
- 01:33:17 The Role of Yield in Fabrication
- 01:35:47 The Photolithography Process
- 01:40:38 Deep Ultraviolet Lithography (DUV)
- 01:43:58 Extreme Ultraviolet Lithography (EUV)
- 01:51:46 Export Controls and Their Impact
- 01:54:22 The Rise of Custom AI Hardware
- 02:00:10 The Future of AI and Hardware
241 ตอน
ทุกตอน
×

1 #200 - ChatGPT Roadmap, Musk OpenAI Bid, Model Tampering 1:48:09


1 #199 - OpenAI's 03-mini, Gemini Thinking, Deep Research, s1 1:37:46


1 #198 - DeepSeek R1 & Janus, Qwen2.5, OpenAI Agents 1:37:26


1 AI Computing Hardware - Past, Present, and Future 2:04:24


1 #197 - AI in Gmail+Docs, MiniMax-01, Titans, Transformer^2 1:23:52


1 #196 - Nvidia Digits, Cosmos, PRIME, ICLR, InfAlign 1:46:34


1 #195 - OpenAI o3 & for-profit, DeepSeek-V3, Latent Space 1:39:05


1 #194 - Gemini Reasoning, Veo 2, Meta vs OpenAI, Fake Alignment 1:59:55


1 #193 - Sora release, Gemini 2, OpenAI's AGI Rule, US AI Czar 2:05:28


1 #192 - ChatGPT Pro, Amazon Nova, GenFM, Llama 3.3, Genie 2 1:58:13


1 #191 - Sora leak, Pixtral Large, OpenAI email archives 1:42:11


1 #190 - AI scaling struggles, OpenAI Agents, Super Weights 1:37:21


1 #189 - Chat.com, FrontierMath, Relaxed Transformers, Trump & AI 1:42:46


1 #188 - ChatGPT+Search, OpenAI+AMD, SimpleQA, π0 1:51:50
ขอต้อนรับสู่ Player FM!
Player FM กำลังหาเว็บ