alibi | Algorithms for explaining machine learning models | Machine Learning library

 by   SeldonIO Python Version: 0.9.7.dev0 License: Apache-2.0

kandi X-RAY | alibi Summary

kandi X-RAY | alibi Summary

alibi is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning applications. alibi has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. However alibi has 3 bugs. You can install using 'pip install alibi' or download it from GitHub, PyPI.

Alibi is an open source Python library aimed at machine learning model inspection and interpretation. The focus of the library is to provide high-quality implementations of black-box, white-box, local and global explanation methods for classification and regression models. If you're interested in outlier detection, concept drift or adversarial instance detection, check out our sister project alibi-detect.
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    Quality
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            kandi-support Support

              alibi has a medium active ecosystem.
              It has 2058 star(s) with 224 fork(s). There are 45 watchers for this library.
              There were 3 major release(s) in the last 12 months.
              There are 126 open issues and 216 have been closed. On average issues are closed in 107 days. There are 7 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of alibi is 0.9.7.dev0

            kandi-Quality Quality

              alibi has 3 bugs (0 blocker, 0 critical, 2 major, 1 minor) and 276 code smells.

            kandi-Security Security

              alibi has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              alibi code analysis shows 0 unresolved vulnerabilities.
              There are 4 security hotspots that need review.

            kandi-License License

              alibi is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              alibi releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              alibi saves you 4389 person hours of effort in developing the same functionality from scratch.
              It has 9296 lines of code, 474 functions and 67 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed alibi and discovered the below as its top functions. This is intended to give you an instant insight into alibi implemented functionality, and help decide if they suit your requirements.
            • Calculates the accuracy of the target class .
            • Estimate beam .
            • Visualize an image attribute .
            • Calculate the minimization loss function .
            • Calculate allele number .
            • Plot an explanation .
            • Check background inputs .
            • Wrapper around cv_protocol .
            • Update an actor critic .
            • Generate an explanation of the problem .
            Get all kandi verified functions for this library.

            alibi Key Features

            No Key Features are available at this moment for alibi.

            alibi Examples and Code Snippets

            Python Implementation,Install packages,alibi
            Jupyter Notebookdot img1Lines of Code : 3dot img1License : Permissive (MIT)
            copy iconCopy
            # Pip 
            pip install alibi
            
            import alibi
              
            WikiText-103,Training/Inference
            Pythondot img2Lines of Code : 2dot img2License : Permissive (MIT)
            copy iconCopy
            python train.py --task language_modeling     data-bin/wikitext-103     --save-dir wt103/  --arch transformer_lm_wiki103     --max-update 286000 --max-lr 1.0 --t-mult 2 --lr-period-updates 270000 --lr-scheduler cosine --lr-shrink 0.75     --warmup-upd  
            The movie game - skipping "The" at the beginning of a movie
            Pythondot img3Lines of Code : 3dot img3License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            str="The Incredibles"
            str.replace("The","")
            
            How to combine every line with it's subsequent line in a text file
            Pythondot img4Lines of Code : 31dot img4License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            alcoholic
            alert
            algebra
            alibi
            blablabla
            
            output_lines = []
            
            with open("z.txt") as f:
                lines = f.readlines()
                l =  len(lines)
            
                if l <= 1:
                    if l == 1:
                        output_lines = lines[0]
                else:
            

            Community Discussions

            QUESTION

            Query not being executed on database when using DbCommand.ExecuteNonQueryAsync() > 0;
            Asked 2020-May-27 at 11:48

            I am trying to execute a query on our database, I've created it in text because I cannot make it efficiently enough in Entity Framework Core.

            This is the code i am using but it seems like it is not being executed on the database (i see no record of this transaction on the database) but i also get no errors. What am I doing wrong?

            ...

            ANSWER

            Answered 2020-May-27 at 09:40

            Maybe the connecion is not Open? You call connection.Open(); and then cmd.ExecuteNonQueryAsync()

            Maybe you try OpenAsync instead. If it's available, depending on your connector.

            Source https://stackoverflow.com/questions/62039876

            QUESTION

            java code that reads from file should read the full file but doesn't
            Asked 2019-Jun-21 at 17:43

            Java code reads from file checks for words with curly brackets and then writes the words without curly brackets

            The code works fine cause it reads the file and shows the words without brackets but its a huge file with four hundred lines but the result shows only few lines which means the code reads the file and writes the words without curly brackets but doesn't iterates through the full file

            changed the regular espression but that is fine cause it reads any words with curly brackets and writes words without curly braces

            code that worcs

            ...

            ANSWER

            Answered 2019-Jun-21 at 17:43

            I think you might be running into trouble with your regular expression.

            You are trying to knock out all characters that match this: \(.*\). The problem is that the characters "(" and ")" also match .*, so your expression matches ( + anything, including parentheses + ), and this is likely taking out a whole swath of words you don't intend to remove.

            One solution would be to use reluctant quantifiers instead of greedy quantifiers. Use *? in place of * to achieve this. It will match the smallest amount of characters that fulfills your regular expression. Another option would be to explicitly exclude parentheses in the regex, as in \([^()]*\).

            Try this:

            Source https://stackoverflow.com/questions/56707318

            QUESTION

            How to combine every line with it's subsequent line in a text file
            Asked 2019-Mar-27 at 03:39

            I have a text file z.txt. It looks like this:

            ...

            ANSWER

            Answered 2019-Mar-27 at 03:39

            I am going to construct a list containing the lines of the desired output. Finally, I'll write those lines to a file named z_out.txt.

            Let suppose your z.txt has the following contents in it.

            z.txt

            Source https://stackoverflow.com/questions/55369027

            QUESTION

            puppet/hiera : the module class cannot be found durins a puppet apply
            Asked 2019-Feb-26 at 15:20

            During a kitchen converge, calling a puppet apply, i got this error :

            ...

            ANSWER

            Answered 2019-Feb-26 at 15:20

            Your code should be properly placed in modules. When Puppet looks for a class named alibi, it will check each directory in your modulepath (unclear what that is in your case, but possibly just /tmp/kitchen/modules) for a file alibi/manifests/init.pp. The working directory and manifest directory are irrelevant, at least in any version of Puppet that ought still to be in use anywhere.

            This particular name is a bit of a special case, however, because it will be interpreted as the name of a module's main class. A other classes and defined types in the same module will be mapped a bit differently. For example, alibi::good would be mapped to alibi/manifests/good.pp, and alibi::alibi would be mapped to alibi/manifests/alibi.pp.

            Its ok if I use init.pp instead of entry.pp (but hiera_include() is not called)

            Well, yes and no. Puppet does not rely on file mapping conventions and does check the current directory when you explicitly tell it which file to evaluate. Therefore, when you explicitly name init.pp to it, it finds and evaluates that file. But no, evaluating that file by itself is of little use: Puppet will parse the class declaration, but there is nothing in that manifest that says to apply that class to the target node.

            Source https://stackoverflow.com/questions/54888238

            QUESTION

            postgresql query not returning expected result
            Asked 2018-Nov-14 at 11:18

            I have formed this postgresql query to return some result:

            ...

            ANSWER

            Answered 2018-Nov-14 at 11:18

            Both of those COUNT()s return an integer, and integer division doesn't return decimals. Casting one of them to float will force a float division, returning what you expected.

            For example:

            Source https://stackoverflow.com/questions/53296322

            QUESTION

            How to toggle classes in three element simultaneously
            Asked 2018-Apr-14 at 19:53

            Have three entry points.Video block (id="testimonials-item") block with quotes (id="testimonials-item-container") and block dots (id="testimonials-nav").

            I need that when I click on the orange dots the is-active class changes in three places (the video block quote block and also the dots itself). A simple slide but with three entry points.

            I hide everything with the class is-active and by default, all the elements display: none .This has all the elements hidden except one for each block except.The dot's isn't hidden they have only one button active.

            I wrote the JS code but here at the click it remains active too. That is, the classes do not change the way they add for each block additional class.

            Open the code in full screen because otherwise Bootstrap will not show the video block that limit as I applied for sm resolutions

            ...

            ANSWER

            Answered 2018-Apr-14 at 19:53

            You have the class "is-active" in three elements

            Source https://stackoverflow.com/questions/49835332

            QUESTION

            Find an Object that contains a string in a list of strings using LINQ
            Asked 2018-Mar-29 at 06:21

            I have these lists:

            ...

            ANSWER

            Answered 2018-Mar-29 at 06:21

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

            Vulnerabilities

            No vulnerabilities reported

            Install alibi

            Alibi can be installed from:.
            PyPI or GitHub source (with pip)
            Anaconda (with conda/mamba)

            Support

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            Install
          • PyPI

            pip install alibi

          • CLONE
          • HTTPS

            https://github.com/SeldonIO/alibi.git

          • CLI

            gh repo clone SeldonIO/alibi

          • sshUrl

            git@github.com:SeldonIO/alibi.git

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