Edge 423: Understanding the SSM Fundamental Equation
Was this email forwarded to you? Sign up here Edge 423: Understanding the SSM Fundamental EquationSome of the foundations of SSMs plus an exploration of a classic model.
In this issue:
💡 ML Concept of the Day: Understanding the SSM Fundamental EquationIn the previous issue of this newsletter, we introduced the concept of state space models(SSMs) as the most viable alternative to transformers. Fundamentally, SSMs are a variation of sequence models that try to map discrete/continuous sequential representations like tokens in a prompt to another discreate/continuous representation. The precursor of SSMs is known as Linear State Space Layer(LSSL) which maps a sequence u → y by simply simulating a linear continuous-time state-space representation: x = Ax + Bu, y = Cx+Du Although effective, LSSLs struggle to scale in high scale computations. SSMs improve upon LSSLs by introducing matrices to solve the problem of continuous memorization. From that perspective, an SSM can be seen as the following equation in which A, B, C and D are known as state variables:... Subscribe to TheSequence to unlock the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
|
Older messages
The Sequence Chat: Emad Mostaque -Stability AI, Schelling AI- About Open and Decentralized AI
Tuesday, August 20, 2024
The co-founder and former CEO of Stability AI discusses his new vision for decentralized AI and his new project. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 422: How NuminaMath Won the AI Math Olympiad?
Tuesday, August 20, 2024
The model combines a novel neurosymbolic architecture with a unique training mechanism. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📽 [Webinar] Cut storage and processing costs for vector embeddings
Tuesday, August 20, 2024
Innovative leaders such as NielsenIQ are increasingly turning to a data lakehouse approach to power their Generative AI initiatives amidst rising vector database costs. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Finish signing in to TheSequence
Tuesday, August 20, 2024
Here's a link to sign in to TheSequence. This link can only be used once and expires in one hour. If expired, please try signing in again here. Sign in now © 2024 Jesus Rodriguez 75 Miracle Mile,
Finish signing in to TheSequence
Tuesday, August 20, 2024
Here's a link to sign in to TheSequence. This link can only be used once and expires in one hour. If expired, please try signing in again here. Sign in now © 2024 Jesus Rodriguez 75 Miracle Mile,
You Might Also Like
Issue #568: Random mazes, train clock, and ReKill
Friday, November 22, 2024
View this email in your browser Issue #568 - November 22nd 2024 Weekly newsletter about Web Game Development. If you have anything you want to share with our community please let me know by replying to
Whats Next for AI: Interpreting Anthropic CEOs Vision
Friday, November 22, 2024
Top Tech Content sent at Noon! How the world collects web data Read this email in your browser How are you, @newsletterest1? 🪐 What's happening in tech today, November 22, 2024? The HackerNoon
iOS Cocoa Treats
Friday, November 22, 2024
View in browser Hello, you're reading Infinum iOS Cocoa Treats, bringing you the latest iOS related news straight to your inbox every week. Using the SwiftUI ImageRenderer The SwiftUI ImageRenderer
iOS Dev Weekly - Issue 688
Friday, November 22, 2024
How do you get an app featured on the App Store? There's a new process, and it's great! 📝 View on the Web Archives ISSUE 688 November 22nd 2024 Comment Every developer, from solo indie devs to
Why Nvidia's CEO loves NotebookLM
Friday, November 22, 2024
I love my Alexa-enabled microwave; Best early Black Friday deals -- ZDNET ZDNET Tech Today - US November 22, 2024 Jensen Huang Even Nvidia's CEO is obsessed with Google's NotebookLM AI tool
Digest #151: Uber’s Migration, Terraform Tips, AMI Creation, and Helm Chart Scanning
Friday, November 22, 2024
Learn zero-downtime migration techniques, improve testing workflows, and master AMI creation. Plus, explore Terraform tools, Helm chart validation, and debugging AWS EC2 issues. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
SWLW #626: AI makes Tech Debt more expensive, The problem with most L&D strategies, and more.
Friday, November 22, 2024
Weekly articles & videos about people, culture and leadership: everything you need to design the org that makes the product. A weekly newsletter by Oren Ellenbogen with the best content I found
Warning: Over 2,000 Palo Alto Networks Devices Hacked in Ongoing Attack Campaign
Friday, November 22, 2024
THN Daily Updates Newsletter cover Generative AI For Dummies ($18.00 Value) FREE for a Limited Time Generate a personal assistant with generative AI Download Now Sponsored LATEST NEWS Nov 22, 2024
⚙️ Businesses increase AI spend to $13.8 billion
Friday, November 22, 2024
Plus: World leaders endorse digital green action plan
Post from Syncfusion Blogs on 11/22/2024
Friday, November 22, 2024
New blogs from Syncfusion Building Oqtane Modules with Syncfusion Components for Blazor [Webinar Show Notes] By Carter Harris This blog provides show notes for our Nov. 14, 2024, webinar, “Building