Implicit 0.5.3
dotnet add package Implicit --version 0.5.3
NuGet\Install-Package Implicit -Version 0.5.3
<PackageReference Include="Implicit" Version="0.5.3" />
paket add Implicit --version 0.5.3
#r "nuget: Implicit, 0.5.3"
// Install Implicit as a Cake Addin #addin nuget:?package=Implicit&version=0.5.3 // Install Implicit as a Cake Tool #tool nuget:?package=Implicit&version=0.5.3
Implicit
Fast .NET Collaborative Filtering for implicit Datasets.
Based on
This project is based on Python library Implicit by Ben Frederickson. Therefore provides fast C# implementations of several (so far only ALS) different popular recommendation algorithms for implicit feedback datasets:
- Alternating Least Squares as described in the papers Collaborative Filtering for implicit Feedback Datasets and Applications of the Conjugate Gradient Method for implicit Feedback Collaborative Filtering.
- (PLANNED) Bayesian Personalized Ranking.
- (PLANNED) Item-Item Nearest Neighbour models using Cosine, TFIDF or BM25 as a distance metric.
All models have multi-threaded training routines, using Parallel execution to fit the models in parallel among all available CPU cores. Library uses MathNet.Numerics to perform linear algebra calculations, so it is possible to use Intel Math Kernel Library (MKL) to speed up computations by following this guide.
License
- Implicit, MIT License
Product | Versions Compatible and additional computed target framework versions. |
---|---|
.NET | net5.0 was computed. net5.0-windows was computed. net6.0 is compatible. 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 is compatible. 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 is compatible. 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 is compatible. |
.NET Framework | net461 was computed. net462 is compatible. 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. |
-
.NETFramework 4.6.2
- MathNet.Numerics (>= 5.0.0)
- System.Buffers (>= 4.5.1)
-
.NETStandard 2.0
- MathNet.Numerics (>= 5.0.0)
- System.Buffers (>= 4.5.1)
-
.NETStandard 2.1
- MathNet.Numerics (>= 5.0.0)
-
net6.0
- MathNet.Numerics (>= 5.0.0)
-
net7.0
- MathNet.Numerics (>= 5.0.0)
-
net8.0
- MathNet.Numerics (>= 5.0.0)
NuGet packages
This package is not used by any NuGet packages.
GitHub repositories
This package is not used by any popular GitHub repositories.
Version | Downloads | Last updated |
---|---|---|
0.5.3 | 130 | 11/13/2024 |
0.5.2 | 276 | 3/22/2024 |
0.5.1 | 303 | 11/23/2023 |
0.5.0 | 207 | 9/23/2023 |
0.4.15 | 591 | 11/9/2022 |
0.4.14 | 356 | 11/9/2022 |
0.4.9 | 360 | 11/7/2022 |
0.4.4 | 577 | 5/5/2022 |
0.4.3 | 436 | 4/28/2022 |
0.4.2 | 426 | 4/28/2022 |
0.4.1 | 431 | 4/27/2022 |
0.4.0 | 440 | 4/26/2022 |
0.3.3 | 378 | 12/15/2021 |
0.3.2 | 480 | 6/16/2021 |
0.3.1 | 795 | 12/13/2019 |
0.3.0 | 919 | 4/8/2019 |
0.2.0 | 1,042 | 11/12/2018 |
0.1.0 | 814 | 10/30/2018 |