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SciSharp STACK Web Portal

This repo contains the source code for http://scisharpstack.org

scisharp

Comprehensive list of all Projects

Stable or Beta

  • TensorFlow.NET .NET Standard bindings for TensorFlow
  • NumSharp Pure C# implementation of NumPy
  • Keras.NET Keras.NET is a high-level neural networks API for C#/F# with Python Binding and capable of running on top of TensorFlow, CNTK, or Theano.
  • Numpy.NET C#/F# bindings for NumPy - a fundamental library for scientific computing, machine learning and AI
  • ICSharpCore Jupyter kernel in C# .NET Core which is the standard interface for SciSharp STACK.
  • SharpCV A image library combines OpenCV and NumSharp together. SharpCV returns Mat object with NDArray supported.

Related technologies

  • .NET Interactive Notebooks Jupyter notebooks for C# and F#. Share code, explore data, write, and learn across your apps in ways you couldn't before.
  • Plotly.NET A .NET interface for plotly.js written in F#
  • Dash.NET A .NET interface to Dash- the most downloaded framework for building ML & data science web apps
  • FsLab An F# Community incubation space for data science

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codeminion's Issues

[Suggestion] Proper Documentation Syntax

I wanted to copy documentation from Numpy.NET to use in NumSharp and noticed that the documentation there looks like the following:

/// <summary>
/// Return evenly spaced values within a given interval.
/// 
/// Values are generated within the half-open interval [start, stop)
/// (in other words, the interval including start but excluding stop).
/// For integer arguments the function is equivalent to the Python built-in
/// range function, but returns an ndarray rather than a list.
/// 
/// When using a non-integer step, such as 0.1, the results will often not
/// be consistent.  It is better to use numpy.linspace for these cases.
/// </summary>
/// <param name="start">
/// Start of interval.  The interval includes this value.  The default
/// start value is 0.
/// </param>
/// <param name="stop">
/// End of interval.  The interval does not include this value, except
/// in some cases where step is not an integer and floating point
/// round-off affects the length of out.
/// </param>
/// <param name="step">
/// Spacing between values.  For any output out, this is the distance
/// between two adjacent values, out[i+1] - out[i].  The default
/// step size is 1.  If step is specified as a position argument,
/// start must also be given.
/// </param>
/// <param name="dtype">
/// The type of the output array.  If dtype is not given, infer the data
/// type from the other input arguments.
/// </param>
/// <returns>
/// Array of evenly spaced values.
/// 
/// For floating point arguments, the length of the result is
/// ceil((stop - start)/step).  Because of floating point overflow,
/// this rule may result in the last element of out being greater
/// than stop.
/// </returns>
public static NDarray arange(short start, short stop, short step = 1, Dtype dtype = null)
    => NumPy.Instance.arange(start, stop, step:step, dtype:dtype);

When you view it in quick-view, it looks like this:
image

If you replace every end of sentence with <br></br>, it looks like this which is much more readable (this example is not even on the worst case):
image

Made a quick regex to help find end of sentences.

(?:(?<=\w|\)|\])(?<!\d)|(?<=\s\d))\.(?=(?:\s|$))

Live: https://regex101.com/r/SmjBsp/1
Usage: Regex.Replace(input, regex, ".<br></br>\n", RegexOptions.MultiLine)

It is also common to add \t before start of each line just to make it much more comfy to the eye.

image

CodeMinion solution misses Python.Runtime.csproj

I can't compile any project from the CodeMinion solution, error below:

Severity	Code	Description	Project	File	Line	Suppression State
Error	NU1104	Unable to find project 'C:\Users\epignatel\Documents\repos\pythonnet\src\runtime\Python.Runtime.csproj'. Check that the project reference is valid and that the project file exists.	Python.Included	C:\Users\epignatel\Documents\repos\codeminion\src\Python.Included\Python.Included.csproj	1	

Specifically, the Python.Runtime project does not load (unavailable).

Am I missing something?

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