Novolis.MachineLearning.Neural 2026.1.1.41

.NET 10.0

dotnet add package Novolis.MachineLearning.Neural --version 2026.1.1.41

NuGet\Install-Package Novolis.MachineLearning.Neural -Version 2026.1.1.41

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="2026.1.1.41" />

For projects that support PackageReference, copy this XML node into the project file to reference the package.

<PackageVersion Include="Novolis.MachineLearning.Neural" Version="2026.1.1.41" />
                    

                            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 2026.1.1.41

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

#r "nuget: Novolis.MachineLearning.Neural, 2026.1.1.41"

#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@2026.1.1.41

#: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=2026.1.1.41
                    

                            Install as a Cake Addin

#tool nuget:?package=Novolis.MachineLearning.Neural&version=2026.1.1.41
                    

                            Install as a Cake Tool

The NuGet Team does not provide support for this client. Please contact its maintainers for support.

Novolis · Docs · Source

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

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.

net10.0
- Novolis.MachineLearning.Core (>= 2026.1.1.41)
- Novolis.MachineLearning.Neural.Abstractions (>= 2026.1.1.41)
- System.IO.Abstractions (>= 22.3.0)

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.	79

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