Kalman Filter Courses and Certifications

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

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

Linear Kalman Filter Deep Dive (and Target Tracking)

Explore linear Kalman filter derivation, robustness enhancements, extensions, and practical implementation in target tracking using Octave, building on foundational knowledge.

• Coursera
• 21 hours 43 minutes
• On-Demand
• Paid Course

Steve Brunton

Control Bootcamp - Kalman Filter Example in Matlab

1 review

Explore Kalman Filter implementation on inverted pendulum using Matlab, covering theory and practical application in dynamical systems and control engineering.

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

Ross Dynamics Lab

Kalman Filter for Beginners - Recursive Filters & MATLAB Examples

4 reviews

Explore recursive filters, including average, moving average, and low-pass filters, with practical MATLAB examples. Learn the foundations of Kalman filtering for enhanced estimation and data analysis skills.

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

Ross Dynamics Lab

Kalman Filter for Beginners - Estimation and Prediction Process & MATLAB Example

Explore Kalman Filter estimation and prediction processes, system modeling, and MATLAB examples. Learn practical applications for dynamic attitude estimation in aerospace engineering.

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

International Centre for Theoretical Sciences

Data Assimilation - Kalman Filter - Lecture 7

Explore Kalman Filter in data assimilation for weather and climate models. Learn theoretical foundations and practical applications of this crucial mathematical approach.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

Advanced Kalman Filtering and Sensor Fusion

973 ratings at Udemy

Theory and C++ Simulation Implementation for Autonomous Vehicles and Self Driving Cars!

• Udemy
• 8 hours 20 minutes
• On-Demand
• Paid Course

Optimization and State Estimation Fundamentals

237 ratings at Udemy

Learn optimization fundamentals and state estimation techniques with this practical course!

• Udemy
• 4 hours 36 minutes
• On-Demand
• Paid Course

Microcredential

Applied Kalman Filtering

34 ratings at Coursera

Derive, design, and implement Kalman-filter solutions for engineering problems. Develop linear and nonlinear Kalman filters and particle filters in Octave, enhancing state estimation skills.

• Coursera
• 16 weeks, 5 hours a week
• On-Demand
• Paid Course
• 4 courses

Iain Explains Signals, Systems, and Digital Comms

Estimation, Filtering and Prediction

Dive into digital filtering, estimation, and prediction techniques including Kalman filters, least squares estimation, and adaptive algorithms for signal processing applications.

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

Mercedes Benz;  Waymo Microcredential

Self Driving Car Engineer

5 reviews

Master autonomous vehicle engineering skills, from computer vision to sensor fusion, localization, planning, and control, preparing you for a career in self-driving technology.

• Udacity
• 78 hours
• On-Demand
• Paid Course

Isaac Newton Institute for Mathematical Sciences

The Legacy of Rudolph Kalman - Systematic Approaches to Data-Driven Predictive Modeling

Explore Rudolph Kalman's groundbreaking work on data-driven mathematical modeling and its impact on fields like space control, weather prediction, and AI. Gain insights into optimization and iteration concepts.

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

International Centre for Theoretical Sciences

Data Assimilation - Theory and Practice - Lecture 2

Explore advanced data assimilation techniques combining theoretical foundations with practical applications in probabilistic methods and optimization.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

JuliaHub

Fault Detection Using Kalman Filters in Julia - Part 12

Discover fault detection techniques using Kalman filters and thermal system modeling in Julia, leveraging state estimators from LowLevelParticleFilters.jl for practical implementation and analysis.

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