State Space Models Courses and Certifications

AutoML Seminars

Is Mamba Capable of In-Context Learning? - An Analysis of State Space Models

Explore how Mamba, a state space model, demonstrates in-context learning capabilities comparable to transformers while handling longer input sequences more efficiently in AI applications.

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

现代控制理论

掌握状态空间模型、系统分析与控制器设计的核心理论，运用现代控制方法解决智能制造、航空航天等领域的复杂工程问题，建立完整的控制系统知识体系。

• XuetangX
• On-Demand
• Free Online Course

Data Fusion with Linear Kalman Filter

783 ratings at Udemy

Master data fusion and Kalman filtering techniques through hands-on Python implementation, from probability fundamentals to optimal estimation, enabling you to solve complex dynamic system challenges in engineering and technology.

• Udemy
• 5 hours 25 minutes
• On-Demand
• Paid Course

Introduction to Scientific Machine Learning

1 review

Learn the basics of machine learning with hands-on practical examples on engineering applications.

• edX
• 16 weeks, 6-7 hours a week
• On-Demand
• Free Online Course (Audit)

Kalman Filter Boot Camp (and State Estimation)

24 ratings at Coursera

Explore Kalman filters for state estimation in dynamic systems, covering theory, implementation in Octave, and practical applications. Gain hands-on experience with this powerful tool for solving complex estimation problems.

• Coursera
• 22 hours 5 minutes
• On-Demand
• Paid Course

Arduino Interfacing and Control System Design with MATLAB

27 ratings at Udemy

Learn from a Certified MATLAB Associate and gain hands-on skills to master MATLAB for real-world applications.

• Udemy
• 2 hours 1 minute
• On-Demand
• Paid Course

Valence Labs

Structured State-Space Sequence Models for De Novo Drug Design

Explore the potential of Structured State-Space Sequence (S4) models in advancing chemical language modeling for de novo drug design, including bioactive compound identification and natural product design.

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

Smaller, Stronger, and Duration-Scalable Audio Learners

Explore state-space models for audio processing with DASS, a model that outperforms Transformers on AudioSet while being smaller and capable of handling hour-long recordings, unlike traditional models limited to short clips.

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

Yannic Kilcher

Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Explore Mamba, a novel linear-time sequence modeling architecture using selective state spaces. Learn about its advantages over Transformers and its applications in language, audio, and genomics.

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

JuliaHub

Introduction to Control Analysis and Design in Julia

Master Julia for linear control systems design through state-space models, transfer functions, frequency analysis, PID controllers, and advanced techniques like LQR and H-infinity.

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

Alan Turing Institute

Time Series Class - Part 1 - Dr Ioannis Papastathopoulos, University of Edinburgh

Learn fundamental concepts and advanced techniques for analyzing time series data, including ARMA models, state-space models, and neural networks for forecasting and inference.

• YouTube
• 1 hour 50 minutes
• On-Demand
• Free Video

Richard McElreath

Statistical Rethinking 2023 - Generalized Linear Madness

Explore advanced statistical concepts including allometry, state space models, and ordinary differential equations through practical examples and applications in various fields.

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

JuliaHub

Using Julia for Control Systems

Discover how to implement control systems using Julia's powerful tools and libraries, featuring practical demonstrations and hands-on examples for scientific computing applications.

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

JuliaHub

Introduction to Control Analysis and Design in Julia - Creating System Models - Part 1

Learn how to create and analyze control system models in Julia, covering transfer functions, state-space systems, discretization, and basic plotting techniques for system analysis.

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

JuliaHub

System Identification for Model-Predictive Control Using JuliaSim

Discover how to estimate linear state-space models from experimental data and design MPC controllers using JuliaSim's system identification capabilities for enhanced control system development.

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