Novolis.MachineLearning.Neural 2026.1.1.38

.NET 10.0 This package targets .NET 10.0. The package is compatible with this framework or higher.
There is a newer version of this package available.
See the version list below for details. 
dotnet add package Novolis.MachineLearning.Neural --version 2026.1.1.38
                    


                    

                
NuGet\Install-Package Novolis.MachineLearning.Neural -Version 2026.1.1.38
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="Novolis.MachineLearning.Neural" Version="2026.1.1.38" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
<PackageVersion Include="Novolis.MachineLearning.Neural" Version="2026.1.1.38" />
                    


                            Directory.Packages.props
                        

                    

                
<PackageReference Include="Novolis.MachineLearning.Neural" />
                    


                            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 Novolis.MachineLearning.Neural --version 2026.1.1.38
                    


                    

                
#r "nuget: Novolis.MachineLearning.Neural, 2026.1.1.38"
#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. 
#:package Novolis.MachineLearning.Neural@2026.1.1.38
#:package directive can be used in C# file-based apps starting in .NET 10 preview 4. Copy this into a .cs file before any lines of code to reference the package. 
#addin nuget:?package=Novolis.MachineLearning.Neural&version=2026.1.1.38
                    


                            Install as a Cake Addin
                        

                    

                
#tool nuget:?package=Novolis.MachineLearning.Neural&version=2026.1.1.38
                    


                            Install as a Cake Tool

<p align="center"> <a href="https://github.com/Novolis-Platform/novolis-machinelearning"> <img src="https://raw.githubusercontent.com/Novolis-Platform/.github/main/brand/logo-icon.svg" width="72" alt="Novolis"/> </a> </p>

Novolis.MachineLearning.Neural

Dense feed-forward networks with supervised training and JSON file persistence.

Install

dotnet add package Novolis.MachineLearning.Neural

Prerequisites: .NET 10 SDK (net10.0).

Quick start

using Novolis.MachineLearning.Neural;
using Novolis.MachineLearning.Neural.Persistence;

var net = DenseNetwork.Create(
    name: "policy",
    inputSize: 4,
    hiddenSizes: [8],
    outputSize: 2);

double loss = net.TrainSupervised(input, target, learningRate: 0.01);

var repo = new FileNeuralNetworkRepository(
    dataRoot,
    new JsonNeuralNetworkSerializer());
await repo.SaveAsync(net.ToSnapshot(), cancellationToken);

Contracts live in Novolis.MachineLearning.Neural.Abstractions.

Package When to use
Novolis.MachineLearning.Neural.Abstractions Interfaces and snapshots only
Novolis.MachineLearning.Core Resolve NetworksDirectory paths

More documentation

Support

Pre-release (2026.1.* on GitHub Packages).

Product Compatible and additional computed target framework versions.
.NET net10.0 is compatible.  net10.0-android was computed.  net10.0-browser was computed.  net10.0-ios was computed.  net10.0-maccatalyst was computed.  net10.0-macos was computed.  net10.0-tvos was computed.  net10.0-windows 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 Novolis.MachineLearning.Neural:

Package Downloads
Novolis.MachineLearning.Dump

Persist neural snapshots as CodeGen dump C# fixtures and ML.NET models as zip files.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last Updated
2026.1.1.41 34 10/3/2026
2026.1.1.39 41 10/1/2026
2026.1.1.38 42 9/30/2026