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Machine learning and data analysis package implemented in JavaScript and its online demo.

Home Page: https://ai-on-browser.github.io

License: MIT License

CSS 0.15% JavaScript 97.49% HTML 0.05% Shell 0.10% Python 2.20% Dockerfile 0.01%
ai machine-learning data-analysis clustering classification regression interpolation anomaly-detection dimension-reduction feature-selection

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ai-on-browser.github.io's Issues

Fix issue template

What happened?

Issue template feature-request.yml has problem.

And GUI/package selection should be optional.

GUI or package

GUI

Version

No response

[ENH]: Not 255 but 1

Suggestion feature

Some image thresholding methods return an array of 0 or 255.

Maybe 255 is like a magic number, so use 1 instead.

Is this a feature to be added to the GUI or to the package?

package

[ENH]: Improve Markov Switching

Suggestion feature

Constructor parameter d of Markov Switching is not necessary.
Remove it.

And fix small bug.

Is this a feature to be added to the GUI or to the package?

package

[ENH]: To make it easy to create elements for modeling

Suggestion feature

Modeling uses D3.js directly to create elements.

Most processes are the same, so create a unified process and do not use D3.js directly.

Is this a feature to be added to the GUI or to the package?

GUI

[ENH]: Add Hessian LLE

Suggestion feature

Add Hessian LLE

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Matrix norm

Suggestion feature

Matrix class only defines element-wise norm.

There are many other definition, so implement it.

Is this a feature to be added to the GUI or to the package?

package

Generalize the genetic algorithm

Currently, genetic algorithms are used only for reinforcement learning and are specialized for that.

Improve the internal implementation as a meta-algorithmic genetic algorithm.

[Bug]: Fix principal curve

What happened?

Principal curve does not work properly.

This is because it have failed to create an approximate curve.

Did it occur on the screen or on the package?

GUI, package

Version

0.4.0

[ENH]: Add Genetic k-means

Suggestion feature

Add Genetic k-means

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Test the layer directly

Suggestion feature

Currently the test for layers is Indirect.

Create tests that run the layer directly.

Is this a feature to be added to the GUI or to the package?

package

[ENH]: Add Weighted k-means

Suggestion feature

Add Weighted k-means

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Use DFT in lowpass filter

Suggestion feature

Currently, the low-pass filter uses the FFT, which is a tricky calculation.
Simplify it by using the DFT (except for certain number of data).

Is this a feature to be added to the GUI or to the package?

package

[ENH]: Make it possible to choose the method of AR model.

Suggestion feature

Currently, AR models are trained with lms (least squares method).

Other methods have already been implemented.
We want to be able to select one.

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Improve Matrix class

Suggestion feature

  • copyXXX function to statistic function
  • resize and concat function work as inplace, and implement current behavior by static functions
  • sample function always returns index

Is this a feature to be added to the GUI or to the package?

package

Remove init_args from EnsembleBinaryModel

Argument init_args of EnsembleBinaryModel constructor is not required and is confusing.

Like RANSAC, remove init_args and remove all arguments of the constructor of the model being passed.

[ENH]: More than 3 dimensions for functional data

Suggestion feature

Currently, functional data only create 1, 2 and 3D data.

Use x[dim] (same as least squares model, etc.) and supports 4 dimensions or more.

Is this a feature to be added to the GUI or to the package?

GUI

[ENH]: Add HDBSCAN

Suggestion feature

Add HDBSCAN

Is this a feature to be added to the GUI or to the package?

GUI, package

Add STING

Add STING (STatistical INformation Grid-based method) clustering method.

[ENH]: Add K-SVD

Suggestion feature

Add K-SVD

Is this a feature to be added to the GUI or to the package?

GUI, package

Import path is complex

What happened?

when I import some file (not index.js), the path is bit complex (also IDE show error with TS).

Make sure to export without shifting the hierarchy.

Did it occur on the screen or on the package?

package

Version

0.1.0

[ENH]: Add ExtraTrees

Suggestion feature

Add Extremely Randomized Trees(Extra Trees)

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Improve data rendering

Suggestion feature

All process of data rendering should be done in platform.

Is this a feature to be added to the GUI or to the package?

GUI

[ENH]: Add Slice sampling

Suggestion feature

Add Slice sampling

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Remove dependency of Tree class in IsolationForest.

Suggestion feature

Tree class is bit complicated and IsolationForest only need few function.

Instead of using the Tree class, it is better to simply use an object.

Is this a feature to be added to the GUI or to the package?

package

[ENH]: Add Monothetic Clustering

Suggestion feature

Add Monothetic Clustering.

Not Monothetic Analysis Clustering (MONA)

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Theil-Sen estimator

Suggestion feature

Add Theil-Sen estimator

Is this a feature to be added to the GUI or to the package?

GUI, package

[Bug]: Cannot resize the grid environment.

What happened?

Select Markov Decision Process and grid environment.
Then, when I change the columns or the rows, it returns a default value.

Did it occur on the screen or on the package?

GUI

Version

No response

[ENH]: Add DENCLUE

Suggestion feature

Add DENCLUE

Is this a feature to be added to the GUI or to the package?

GUI, package

[ENH]: Add paths-ignore for Github actions

Suggestion feature

Add paths-ignore in some actions like:

paths-ignore:
  - 'README.md'
  - '.gitignore'
  - '.github/**'

Is this a feature to be added to the GUI or to the package?

other

Get sizes of random layer dynamically

The random layer needs to specify the number of columns, but it is complicated.
It should be possible to make it the same size as the output of a particular layer.

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