Deedle alternatives and similar packages
Based on the "Machine Learning and Data Science" category.
Alternatively, view Deedle alternatives based on common mentions on social networks and blogs.
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Accord.NET
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TensorFlow.NET
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m2cgen
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AForge.NET
AForge.NET Framework is a C# framework designed for developers and researchers in the fields of Computer Vision and Artificial Intelligence - image processing, neural networks, genetic algorithms, machine learning, robotics, etc. -
Accord.NET Extensions
DISCONTINUED. Advanced image processing and computer vision algorithms made as fluent extensions. -
Catalyst
๐ Catalyst is a C# Natural Language Processing library built for speed. Inspired by spaCy's design, it brings pre-trained models, out-of-the box support for training word and document embeddings, and flexible entity recognition models. -
SciSharp STACK
A rich machine learning ecosystem for .NET created by porting the most popular Python libraries to C#.
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README
Deedle
Deedle is an easy to use library for data and time series manipulation and for scientific programming. It supports working with structured data frames, ordered and unordered data, as well as time series. Deedle is designed to work well for exploratory programming using F# and C# interactive console, but can be also used in efficient compiled .NET code.
The library implements a wide range of operations for data manipulation including advanced indexing and slicing, joining and aligning data, handling of missing values, grouping and aggregation, statistics and more.
Build
Install .Net SDK 3.0.100 or higher
Windows: Run fake build
Linux/Mac: Run ./fake.sh build
Documentation
More information can be found in the documentation.
- Quick start tutorial shows how to use the most important features of Deedle. Start here for a 10 minute intro!
- Data frame features provides more examples of using data frames including slicing, joining, grouping and aggregation.
- Time series features discusses data and time-series manipulation, such as sliding windows, sampling and statistics.
- Using Deedle from C# shows the idiomatic C# API for working with Deedle.
Automatically generated documentation for all types, modules and functions in the library is available in the API Reference:
Series
module for working with data and time-series valuesFrame
module for data frame manipulationStats
module for statistical functions, moving windows and a lot more.
More functions related to linear algebra, statistical analysis and financial analysis can be found in Deedle.Math extension. Deedle.Math has dependency on MathNet.Numerics.
LinearAlgebra
module provides linear algebra functions on frame.Matrix
module provides matrix multiplication between frame, series, matrix and vector. They are also available via type extensions.Stats
module provides extra statistical functions on frame and series by applying existing functions in MathNet.Numerics.Finance
module provides statistical functions specific to finance domain.
Maintainers
- @kMutagene
- @zyzhu
All fsprojects and fslaborg projects have @fsprojectsgit as a backup maintainer who can help recruit new maintainers should things go cold.