Skater | Python Library for Model Interpretation/Explanations | Machine Learning library

by oracle Python Version: v1.1.2 License: UPL-1.0

X-Ray Key Features Code Snippets Community Discussions(10)Vulnerabilities Install Support

kandi X-RAY | Skater Summary

Skater is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow, Keras applications. Skater has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. You can download it from GitHub.

Skater is a unified framework to enable Model Interpretation for all forms of model to help one build an Interpretable machine learning system often needed for real world use-cases(** we are actively working towards to enabling faithful interpretability for all forms models). It is an open source python library designed to demystify the learned structures of a black box model both globally(inference on the basis of a complete data set) and locally(inference about an individual prediction). The project was started as a research idea to find ways to enable better interpretability(preferably human interpretability) to predictive "black boxes" both for researchers and practioners. The project is still in beta phase.

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Quality

Security

License

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Support

Skater has a medium active ecosystem.

It has 977 star(s) with 163 fork(s). There are 55 watchers for this library.

It had no major release in the last 12 months.

There are 64 open issues and 97 have been closed. On average issues are closed in 40 days. There are 5 open pull requests and 0 closed requests.

It has a neutral sentiment in the developer community.

The latest version of Skater is v1.1.2

Quality

Skater has no bugs reported.

Security

Skater has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

License

Skater is licensed under the UPL-1.0 License. This license is Permissive.

Permissive licenses have the least restrictions, and you can use them in most projects.

Reuse

Skater releases are available to install and integrate.

Build file is available. You can build the component from source.

Installation instructions, examples and code snippets are available.

Top functions reviewed by kandi - BETA

kandi has reviewed Skater and discovered the below as its top functions. This is intended to give you an instant insight into Skater implemented functionality, and help decide if they suit your requirements.

Builds a visualization of a text model
Builds the HTML for the prediction
Assign a word weight matrix to a weighted score
Build html file
Compute the importance of a feature
Generate a random sample
Generate a column sample
Return the rows at the given index
Returns a subsample of the distribution
Plot the decision boundary
Setup the package
Plot the ROC curve
Plots 2D line plot of 2D features
Run the session
Predict the probability for each label
Plot the discriminative thresholds
Plot the global decision tree
Visualize the similarity score
Image transformation
Build a logger
Return the data type of the given thing
Train the model
Runs the integient regression
Create a subclass of exception class
Provide prediction
Predict subset of data

Get all kandi verified functions for this library.

Skater Key Features

No Key Features are available at this moment for Skater.

Skater Examples and Code Snippets

No Code Snippets are available at this moment for Skater.

Community Discussions

Trending Discussions on Skater

make paragraph element appear and disappear when heading is clicked

How do I combine several JSON API responses into a single variable/object?

How to insert user selected value from datalist dropdown into a template string to be shown as a message to the user when submitted?

Beautiful Soup Not Finding Table

Json - Remove Element from Array by a Condition using SQL

How to process inner observables?

jQuery show/hide div on hover

I'd like to destructure my api and return it using react How can I achieve this in my use-case?

How to change SVG animation duration without changing element's position on path?

Is there an implementation of the max-p-region model in R?

QUESTION

make paragraph element appear and disappear when heading is clicked

Asked 2021-Jun-02 at 18:40

I'm attempting to make a p tag appear and disappear when I click on the h1 I feel I have a good understanding of the process in JavaScript (obviously I don't but I cant seem to get it to do anything at all (I'm really new to this, like only a couple weeks into JS) here is the Code

...

ANSWER

Answered 2021-Jun-02 at 18:08

Few problems:

.getElementByClassName() is not a function. It should be getElementsByClassName()
.getElementsByClassName() returns an array - in your case you should be selecting the first element
Your if statements are redundant. They can be shortened to a simple if-else statement
You'll need to explicitly apply display:block in the style attribute on the p element so pText.style.display returns something. If you don't explicity set it, you will have to click twice to hide the p element.

This should work:

Source https://stackoverflow.com/questions/67810299

QUESTION

How do I combine several JSON API responses into a single variable/object?

Asked 2021-Apr-24 at 18:30

I am pulling data in from an API that limits the number of records per request to 100. There are 7274 records in total and everything is returned as JSON.

I want to concatenate all 7274 records into a single variable/object and eventually export to a JSON file.

The response JSON objects are structured like this:

...

ANSWER

Answered 2021-Apr-23 at 17:08

If you want them all in a single dictionary which can be exported to a json file, you'll need to have unique keys for each response. Perhaps the following will accomplish what you want:

Source https://stackoverflow.com/questions/67234001

QUESTION

How to insert user selected value from datalist dropdown into a template string to be shown as a message to the user when submitted?

Asked 2021-Mar-10 at 11:27

I have 2 datalists in the form below. I'm trying to get selected variable values (let input1 & let input2) to show in the message that appears when submitted via template string variable let message but it's not working. I'm not getting any errors.

Any idea why it does not work? And can event listeners be simplified so that I don't have to write out a new variable for each one since I have 4 datalists?

...

ANSWER

Answered 2021-Mar-10 at 11:27

The way you capture your input values is wrong. This will work.

Source https://stackoverflow.com/questions/66561454

QUESTION

Beautiful Soup Not Finding Table

Asked 2020-Aug-16 at 07:49

I'm parsing data from this website. I've parsed several things from the site, but for some reason, this particular page isn't finding one of the tables. Here's a simplified code snippet which demonstrates the issue:

...

ANSWER

Answered 2020-Aug-16 at 07:42

To load the table data from comment section, use this script:

Source https://stackoverflow.com/questions/63433853

QUESTION

Json - Remove Element from Array by a Condition using SQL

Asked 2020-Jul-24 at 20:35

I need to use SQL in SQL Server to delete and element or array if the p_Num = aValue.

So if aValue = '12fab35c2b3d4203bf8a252015b862af' I need to remove that element from pProds from that array?.

How can this be done in Json_Modify, I will try as soon as I have posted this question to try and use Json_Modify because I have not used it a lot.

...

ANSWER

Answered 2020-Jul-24 at 20:35

I don't think that you can delete an item from JSON array using JSON_MODIFY(), currently JSON_MODIFY( only supports append modifier. So, you need to use a combination of string manipulations and JSON functions:

OPENJSON() to parse the input JSON as table
JSON_VALUE() for the appropriate WHERE clause
STRING_AGG() and FOR JSON to build the final JSON

Fixed JSON (the JSON from the question has errors):

Source https://stackoverflow.com/questions/63080742

QUESTION

How to process inner observables?

Asked 2020-May-30 at 14:28

In my Angular app is an array recordlist. This array contains other arrays of objects. What I'm trying to do now is to process a http.post (via a function) on every nested element in the recordlist array.

The this.recordlist is an Observable which works and is shown as a table in my app.

...

ANSWER

Answered 2020-May-30 at 14:28

Changed save method :-

Source https://stackoverflow.com/questions/62103497

QUESTION

jQuery show/hide div on hover

Asked 2020-May-26 at 20:55

I want the left div to display when a corresponding row on a table to the right is hovered over.

I currently have it hiding and showing each individual case - which I know is not the best idea, but it at least works.

I'm wondering how to do this in a much simpler way, but am not sure how to properly use the data- attribute for these elements.

Here's my terrible attempt at making it work without using the data- attribute

...

ANSWER

Answered 2020-May-26 at 20:53

You can greatly reduce code even without using data-:

Source https://stackoverflow.com/questions/62029595

QUESTION

I'd like to destructure my api and return it using react How can I achieve this in my use-case?

Asked 2020-May-01 at 20:50

I would like to be able to get my api and return it however I'm not able to destructure the external response. When I check in my console, the api has returned and the response is filled with the proper json, however I'm not exactly sure how why I cannot access the results array and display the questions along with the other returned key value pairs. I currently am getting a mapping error saying map is undefined.

Index.js

...

ANSWER

Answered 2020-May-01 at 20:50

You have a mistake in fetchQuestions method. you should use res.json() instead of res.results. Please check the example below and replace your fetchQuestions method with below code:

Source https://stackoverflow.com/questions/61546411

QUESTION

How to change SVG animation duration without changing element's position on path?

Asked 2020-Apr-11 at 15:27

I'm trying to implement a track simulation in Angular 9. In the very simplified example a skater starts with an estimated finishing time of e.g. 10sec.

...

ANSWER

Answered 2020-Apr-11 at 15:27

If we double the duration after 2 seconds then in our new timeline we need to be 4 seconds in.

Source https://stackoverflow.com/questions/61158260

QUESTION

Is there an implementation of the max-p-region model in R?

Asked 2020-Mar-21 at 16:03

The question says it all. I am wondering whether there is an implementation of this specific regionalization algorithm in R. I found implementations of the SKATER and REDCAP algorithms but not the max-p region model.

...

ANSWER

Answered 2020-Mar-21 at 16:03

I found one in using rgeoda - an R package GeoDa

Source https://stackoverflow.com/questions/60448608

Community Discussions, Code Snippets contain sources that include Stack Exchange Network

Vulnerabilities

No vulnerabilities reported

Install Skater

To get the latest changes try cloning the repo and use the below mentioned commands to get started,.

Support

For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .

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