Bonsai.ML.LinearDynamicalSystems 0.0.1002

.NET Standard 2.0 This package targets .NET Standard 2.0. The package is compatible with this framework or higher. .NET Framework 4.7.2 This package targets .NET Framework 4.7.2. The package is compatible with this framework or higher. 
dotnet add package Bonsai.ML.LinearDynamicalSystems --version 0.0.1002
                    


                    

                
NuGet\Install-Package Bonsai.ML.LinearDynamicalSystems -Version 0.0.1002
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package. 
<PackageReference Include="Bonsai.ML.LinearDynamicalSystems" Version="0.0.1002" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="Bonsai.ML.LinearDynamicalSystems" Version="0.0.1002" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="Bonsai.ML.LinearDynamicalSystems" />
                    


                            Project file
For projects that support Central Package Management (CPM), copy this XML node into the solution Directory.Packages.props file to version the package. 
paket add Bonsai.ML.LinearDynamicalSystems --version 0.0.1002
                    


                    

                
#r "nuget: Bonsai.ML.LinearDynamicalSystems, 0.0.1002"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package. 
#addin nuget:?package=Bonsai.ML.LinearDynamicalSystems&version=0.0.1002
                    


                            Install Bonsai.ML.LinearDynamicalSystems as a Cake Addin
                        

                    

                
#tool nuget:?package=Bonsai.ML.LinearDynamicalSystems&version=0.0.1002
                    


                            Install Bonsai.ML.LinearDynamicalSystems as a Cake Tool

Bonsai - Machine Learning

The Bonsai.ML project is a collection of packages designed to integrate machine learning algorithms with Bonsai. This document provides an overview of the available packages and their functionalities.

Core Packages

  • Bonsai.ML Provides common tools and functionality.

  • Bonsai.ML.Design Provides common tools and functionality for visualizers and editor features.

  • Bonsai.ML.Data Provides common tools and functionality for working with data.

  • Bonsai.ML.Python Provides common tools and functionality for C# packages to interface with Python.

Available Packages

Bonsai.ML.LinearDynamicalSystems

Facilitates inference using linear dynamical systems (LDS). It interfaces with the lds_python package using the Bonsai - Python Scripting library.

  • Bonsai.ML.LinearDynamicalSystems.Kinematics Supports the use of the Kalman Filter for inferring kinematic data.

  • Bonsai.ML.LinearDynamicalSystems.LinearRegression Utilizes the Kalman Filter to perform online Bayesian linear regression.

Bonsai.ML.LinearDynamicalSystems.Design

Visualizers and editor features for the LinearDynamicalSystems package.

Bonsai.ML.HiddenMarkovModels

Facilitates inference using Hidden Markov Models (HMMs). It interfaces with the ssm package using the Bonsai - Python Scripting library.

  • Bonsai.ML.HiddenMarkovModels.Observations Provides functionality for specifying different types of observations.

  • Bonsai.ML.HiddenMarkovModels.Transitions Provides functionality for specifying different types of transition models.

Bonsai.ML.HiddenMarkovModels.Design

Visualizers and editor features for the HiddenMarkovModels package.

Bonsai.ML.Torch

Interfaces with the TorchSharp package, a C# wrapper around the torch library. Provides tooling for manipulating tensors, performing linear algebra, training and inference with deep neural networks, and more.

[!NOTE] Bonsai.ML packages can be installed through Bonsai's integrated package manager and are generally ready for immediate use. However, some packages may require additional installation steps. Refer to the specific package section for detailed installation guides and documentation.

Development Roadmap

The ultimate goal of the Bonsai.ML project is to bring powerful machine learning tools into Bonsai to enable intelligent experimental control. To achieve this, our plan is to incorporate several different packages, models, frameworks, and language integrations. You can follow our progress by going to the Bonsai ML development roadmap.

Feedback and Contributions

Bonsai.ML is an open-source project and we welcome contributions and feedback from the community. If you have any comments or questions, or require assistance, please feel free to open an issue on the GitHub repo. If you would like to contribute to the project, please see our Contributor Guide. By contributing to our project, we also expect you to uphold our community Code of Conduct.

Acknowledgments

Development of the Bonsai.ML package is supported by the Biotechnology and Biological Sciences Research Council [grant number BB/W019132/1].

Product Compatible and additional computed target framework versions.
.NET net5.0 was computed.  net5.0-windows was computed.  net6.0 was computed.  net6.0-android was computed.  net6.0-ios was computed.  net6.0-maccatalyst was computed.  net6.0-macos was computed.  net6.0-tvos was computed.  net6.0-windows was computed.  net7.0 was computed.  net7.0-android was computed.  net7.0-ios was computed.  net7.0-maccatalyst was computed.  net7.0-macos was computed.  net7.0-tvos was computed.  net7.0-windows was computed.  net8.0 was computed.  net8.0-android was computed.  net8.0-browser was computed.  net8.0-ios was computed.  net8.0-maccatalyst was computed.  net8.0-macos was computed.  net8.0-tvos was computed.  net8.0-windows was computed.  net9.0 was computed.  net9.0-android was computed.  net9.0-browser was computed.  net9.0-ios was computed.  net9.0-maccatalyst was computed.  net9.0-macos was computed.  net9.0-tvos was computed.  net9.0-windows was computed. 
.NET Core netcoreapp2.0 was computed.  netcoreapp2.1 was computed.  netcoreapp2.2 was computed.  netcoreapp3.0 was computed.  netcoreapp3.1 was computed. 
.NET Standard netstandard2.0 is compatible.  netstandard2.1 was computed. 
.NET Framework net461 was computed.  net462 was computed.  net463 was computed.  net47 was computed.  net471 was computed.  net472 is compatible.  net48 was computed.  net481 was computed. 
MonoAndroid monoandroid was computed. 
MonoMac monomac was computed. 
MonoTouch monotouch was computed. 
Tizen tizen40 was computed.  tizen60 was computed. 
Xamarin.iOS xamarinios was computed. 
Xamarin.Mac xamarinmac was computed. 
Xamarin.TVOS xamarintvos was computed. 
Xamarin.WatchOS xamarinwatchos was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages (1)

Showing the top 1 NuGet packages that depend on Bonsai.ML.LinearDynamicalSystems:

Package Downloads
Bonsai.ML.LinearDynamicalSystems.Design

A package for visualizing data from the Bonsai.ML.LinearDynamicalSystems package.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last updated
0.0.1002 0 5/17/2025