Synapses 7.4.1

.NET Standard 2.0 This package targets .NET Standard 2.0. The package is compatible with this framework or higher. 
dotnet add package Synapses --version 7.4.1                

                    
                

            
NuGet\Install-Package Synapses -Version 7.4.1
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="Synapses" Version="7.4.1" />
For projects that support PackageReference, copy this XML node into the project file to reference the package. 
paket add Synapses --version 7.4.1                

                    
                

            
#r "nuget: Synapses, 7.4.1"
#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. 
// Install Synapses as a Cake Addin
#addin nuget:?package=Synapses&version=7.4.1

// Install Synapses as a Cake Tool
#tool nuget:?package=Synapses&version=7.4.1

Synapses

A lightweight library for neural networks that runs anywhere!

Network Video

Getting Started

Why Sypapses?

It's easy
  1. Add one dependency to your project.
  2. Write a single import statement.
  3. Use a few pure functions.

You are all set!

It runs anywhere

Supported languages:

It's compatible across languages
  1. The interface is common across languages.
  2. You can transfer a network from one platform to another via its json instance. Create a neural network in Python, train it in Java and get its predictions in JavaScript!
It offers visualizations

Get an overview of a neural network by taking a brief look at its svg drawing.

Network Drawing

It's customizable

You can specify the activation function and the weight distribution for the neurons of each layer. If this is not enough, edit the json instance of a network to be exactly what you have in mind.

It's efficient

The implementation is based on lazy list. The information flows smoothly. Everything is obtained at a single pass.

Data preprocessing is simple

By annotating the discrete and continuous attributes, you can create a preprocessor that encodes and decodes the datapoints.

Works for huge datasets

The functions that process big volumes of data, have an Iterable/Stream as argument. RAM should not get full!

It's well tested

Every function is tested for every language. Please take a look at the test projects.

Dependencies

Misc

JetBrains

JetBrains tools have helped for this project!

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. 
.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 was computed.  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 Synapses:

Package Downloads
SynapsesCSharp

A lightweight library for neural networks that runs anywhere

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Version Downloads Last updated
7.4.1 603 2/21/2021
7.3.1 654 4/12/2020
7.3.0 633 3/8/2020
7.2.1 628 2/2/2020
7.1.1 660 1/12/2020
7.1.0 487 1/5/2020
7.0.2 490 12/28/2019
7.0.0 470 12/25/2019
6.0.0 460 12/25/2019
5.0.0 471 12/14/2019
4.1.0 488 12/8/2019
4.0.1 492 12/1/2019
4.0.0 483 11/29/2019
3.0.1 515 11/27/2019
3.0.0 492 11/27/2019
2.0.0 513 11/26/2019
1.0.1 498 11/25/2019
1.0.0 512 11/24/2019