State Space Models w/ Albert Gu & Karan Goel (Cartesia AI)
Become a Patreon: / theaiepiphany
👨👩👧👦 Join our Discord community: / discord
Albert & Karan joined us to talk state space models. They are the authors of the seminal S4 paper, Albert is the main author of thee Mamba paper - and together they're pioneering the SSM research and competing against transformer supremacy! :)
Recently they posted super cool demos demonstrating just how much more real-time these models are compared to the baselines.
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
check out Cartesia AI: https://cartesia.ai/
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
⌚️ Timetable:
00:00:00 - 00:01:56 Intro
00:01:56 - 00:03:37 Hyperstack GPUs! (sponsored)
00:03:37 - 00:09:45 Cartesia AI, real-time intelligence
00:09:45 - 00:12:05 text-to-speech demo
00:12:05 - 00:36:35 state space models (SSMs)
00:36:35 - 00:38:30 bitter lessons transformers vs SSMs
00:38:30 - 00:41:30 free lunch? what are the actual tradeoffs?
00:41:30 - 00:42:55 Computing SSMs convolutionally
00:42:55 - 00:50:00 What is the state (RNNs, Attention, Conv, Neural ODEs)
00:50:00 - 00:55:30 Mamba 2, discrete vs continuous spectrum
00:55:30 - 01:03:39 Q&A: scaling laws
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💰 SPONSOR
The AI Epiphany - / theaiepiphany
One-time donation - https://www.paypal.com/paypalme/theai...
Huge thank you to these AI Epiphany patreons:
Eli Mahler
Petar Veličković
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
💼 LinkedIn - / aleksagordic
🐦 Twitter - / gordic_aleksa
👨👩👧👦 Discord - / discord
📺 YouTube - / theaiepiphany
📚 Medium - / gordicaleksa
💻 GitHub - https://github.com/gordicaleksa
📢 AI Newsletter - https://aiepiphany.substack.com/
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#statespacemodels #ssms #transformer #albertgu #karangoel #cartesiaai