Synapses 7.4.1
dotnet add package Synapses --version 7.4.1
NuGet\Install-Package Synapses -Version 7.4.1
<PackageReference Include="Synapses" Version="7.4.1" />
paket add Synapses --version 7.4.1
#r "nuget: Synapses, 7.4.1"
// 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!
Getting Started
Why Sypapses?
It's easy
- Add one dependency to your project.
- Write a single import statement.
- Use a few pure functions.
You are all set!
It runs anywhere
Supported languages:
It's compatible across languages
- The interface is common across languages.
- 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.
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
Product | Versions 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. |
-
.NETStandard 2.0
- FSharp.Core (>= 5.0.0)
- FSharpx.Collections (>= 2.1.3)
- Newtonsoft.Json (>= 12.0.3)
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 |
GitHub repositories
This package is not used by any popular GitHub repositories.
Version | Downloads | Last updated |
---|---|---|
7.4.1 | 565 | 2/21/2021 |
7.3.1 | 620 | 4/12/2020 |
7.3.0 | 600 | 3/8/2020 |
7.2.1 | 599 | 2/2/2020 |
7.1.1 | 620 | 1/12/2020 |
7.1.0 | 471 | 1/5/2020 |
7.0.2 | 474 | 12/28/2019 |
7.0.0 | 447 | 12/25/2019 |
6.0.0 | 436 | 12/25/2019 |
5.0.0 | 454 | 12/14/2019 |
4.1.0 | 469 | 12/8/2019 |
4.0.1 | 468 | 12/1/2019 |
4.0.0 | 464 | 11/29/2019 |
3.0.1 | 496 | 11/27/2019 |
3.0.0 | 469 | 11/27/2019 |
2.0.0 | 493 | 11/26/2019 |
1.0.1 | 479 | 11/25/2019 |
1.0.0 | 495 | 11/24/2019 |