State Space Models Courses and Certifications

Trelis Research

Understanding Mamba and State Space Models

Explore Mamba and state space models, comparing them to transformers. Learn basic equations, run inference in Colab, and understand training processes and future directions for this compression-focused technology.

• YouTube
• 28 minutes
• On-Demand
• Free Video

AI Engineer

State Space Models for Realtime Multimodal Intelligence

Discover state space models enabling cheaper, faster, higher-quality realtime multimodal AI on any device through breakthrough research from Cartesia's founder.

• YouTube
• 14 minutes
• On-Demand
• Free Video

What are State Space Models? Redefining AI and Machine Learning with Data

Discover how State Space Models outperform transformers in handling sequential data, improving AI efficiency, memory, and scalability for breakthrough ML performance.

• YouTube
• 12 minutes
• On-Demand
• Free Video

Simons Institute

On the Tradeoffs of State Space Models vs. Transformers

Explore state space models as alternatives to Transformers, examining their characteristics and fundamental tradeoffs in computational modeling.

• YouTube
• 49 minutes
• On-Demand
• Free Video

The Julia Programming Language

Time Series Modeling via JuMP - Optimization for SARIMA, Score Driven, and State Space Models

Explore JuMP's optimization capabilities for time series modeling, enhancing SARIMA, Score Driven, and State Space Models with improved performance over traditional methods.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Alan Turing Institute

Time Series Modelling and State Space Models - Professor Chris Williams, University of Edinburgh

Explore time series modeling, including ARMA models, Hidden Markov Models, and Kalman filtering. Learn parameter estimation, inference techniques, and advanced topics in state-space models.

• YouTube
• 1 hour 35 minutes
• On-Demand
• Free Video

Discover AI

Mamba AI: Understanding Selective State Space Models as Transformer Alternatives

Explore the groundbreaking MAMBA architecture and its potential to revolutionize AI through selective state space models, offering a compelling alternative to traditional transformers.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Serrano.Academy

State Space Models and Mamba - Revolutionizing Large Language Models

Explore state space models, their application in language generation, and the Mamba architecture in this friendly, accessible introduction to cutting-edge AI concepts.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Georgia Tech Research

Nuts and Bolts of Modern State Space Models - Part I

Explore state space models for analyzing sequential data, covering foundations, algorithms, and applications using the dynamax library. Learn to uncover latent states in high-dimensional measurements.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Oxen

Samba: Simple Hybrid State Space Models for Language Modeling

Dive into the mechanics of Samba, a hybrid state space model built on Mamba that enables efficient unlimited context language modeling for advanced AI applications.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Aleksa Gordić - The AI Epiphany

State Space Models: Advancements and Applications in AI - Featuring Albert Gu and Karan Goel

Explore state space models with experts Albert Gu and Karan Goel, discussing their groundbreaking research, real-time demos, and how SSMs compare to transformers in AI applications.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Y Combinator

The Limits of Today's AI Models - Transformers, State Space Models, and the Future of Multimodal Intelligence

Explore why current AI architectures face fundamental limits and how state space models enable true compression, abstraction, and multimodal intelligence beyond transformers.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Centre International de Rencontres Mathématiques

An Introduction to State-Space Models, Particle Filters, and Sequential Monte Carlo - Lecture 1

Explore state-space models, particle filters, and sequential methods in Bayesian statistics with Nicolas Chopin's comprehensive introduction to these advanced mathematical concepts.

• YouTube
• 1 hour 51 minutes
• On-Demand
• Free Video

Simons Institute

Computational Benefits and Limitations of Transformers and State-Space Models

Explore mechanisms enabling retrieval, copying, and length generalization in language models. Compare Transformers' excellence with LSTM and state-space models' limitations in sequence modeling tasks.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Georgia Tech Research

Nuts and Bolts of Modern State Space Models - Part II

Explore advanced state space modeling techniques, including structured variational autoencoders, nonlinear inference algorithms, and long-range sequence modeling applications in machine learning and neuroscience.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video