BNM | Towards Discriminability and Diversity : Batch Nuclear | Machine Learning library

 by   cuishuhao Python Version: Current License: MIT

kandi X-RAY | BNM Summary

kandi X-RAY | BNM Summary

BNM is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. BNM has no vulnerabilities, it has a Permissive License and it has low support. However BNM has 1 bugs and it build file is not available. You can download it from GitHub.

BNM v1: we prove in the paper that Batch Nuclear-norm Maximization (BNM) can ensure the prediction discriminability and diversity, which is an effective method under label insufficient situations. BNM v2: we further devise Batch Nuclear-norm Minimization (BNMin) and Fast BNM (FBNM) for multiple domain adaptation scenarios.
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            kandi-support Support

              BNM has a low active ecosystem.
              It has 222 star(s) with 29 fork(s). There are 10 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 7 open issues and 3 have been closed. On average issues are closed in 4 days. There are 2 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of BNM is current.

            kandi-Quality Quality

              BNM has 1 bugs (0 blocker, 0 critical, 1 major, 0 minor) and 73 code smells.

            kandi-Security Security

              BNM has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              BNM code analysis shows 0 unresolved vulnerabilities.
              There are 1 security hotspots that need review.

            kandi-License License

              BNM is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              BNM releases are not available. You will need to build from source code and install.
              BNM has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              BNM saves you 957 person hours of effort in developing the same functionality from scratch.
              It has 2181 lines of code, 160 functions and 22 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed BNM and discovered the below as its top functions. This is intended to give you an instant insight into BNM implemented functionality, and help decide if they suit your requirements.
            • Train the image
            • Test for image classification
            • Core function for CDAN
            • Test image
            • Create an image target
            • Train image
            • Computes the Entropy
            • Decorator to convert gradients into a function
            • Test 10 - crop image
            • Load an accimage from the given path
            • Load image from file
            • Compute the MM between source and target and target
            • Mapping between source and target
            • Compute the JAN
            • Calculate the Guassian kernel
            • Convert a sparse MXNet
            • Forward pass through the layer
            • Default loader
            • Train training dataset
            Get all kandi verified functions for this library.

            BNM Key Features

            No Key Features are available at this moment for BNM.

            BNM Examples and Code Snippets

            No Code Snippets are available at this moment for BNM.

            Community Discussions

            QUESTION

            Swing JMenuBar not rendering properly
            Asked 2021-Jun-15 at 18:31

            First time actually using anything to do with swing - sorry for the poor code and crude visuals!
            Using swing for a massively over-complicated password checker school project, and when I came to loading in a JMenuBar, it doesn't render properly the first time. Once I run through one of the options first, it reloads correctly, but the first time it comes out like this: First render attempt
            But after I run one of the methods, either by clicking one of the buttons that I added to check if it was just the JFrame that was broken or using one of the broken menu options, it reloads correctly, but has a little grey bar above where the JMenuBar actually renders: Post-method render

            The code for the visuals is as follows:

            ...

            ANSWER

            Answered 2021-Jun-15 at 18:29

            You should separate creating your menu from your content. Please review the following example. I decoupled your menu, component, and event logic into meaningful phases.

            Source https://stackoverflow.com/questions/67991113

            QUESTION

            Create unique object from some arrays JS
            Asked 2021-Jun-08 at 19:20

            Help solve the problem.

            I have an object like this

            ...

            ANSWER

            Answered 2021-Jun-08 at 19:20

            Convert the object to an array of [key, values] entries using Object.entries(), and reduce the entries a new array. Map the current array of values, and create a string for each val with the current key.

            If the accumulator (acc) is empty, return the create an array of strings. If the acc is not empty, iterate it with Array.flatMap(), map the array of values of the current entry (arr), and combine the strings.

            Source https://stackoverflow.com/questions/67892978

            QUESTION

            PHP - Match answer with two array and increase the count
            Asked 2021-Jun-06 at 05:09

            I am getting 40 key & value data when the user submits the from. Like below.

            ...

            ANSWER

            Answered 2021-Jun-05 at 18:04

            This is how it can be done.

            Source https://stackoverflow.com/questions/67851864

            QUESTION

            Exploding multiple array columns in spark for a changing input schema
            Asked 2021-May-14 at 23:13

            Below is my sample schema.

            ...

            ANSWER

            Answered 2021-May-14 at 23:13

            Assuming you want to explode all ArrayType columns (otherwise, filter accordingly):

            Source https://stackoverflow.com/questions/67539078

            QUESTION

            CSS after with many lang tag
            Asked 2021-Mar-11 at 08:33

            How to better write this code with three translations? I want to use only one class with three translations instead of three class, my code:

            ...

            ANSWER

            Answered 2021-Mar-11 at 08:33

            Without a preprocessor you can reduce the code using a CSS variable, e.g.

            Source https://stackoverflow.com/questions/66578601

            QUESTION

            JpaItemReader process each element with a specific value
            Asked 2021-Feb-22 at 16:06

            In my batch process data from a sql database has to be selected and be exported as a xml file. Therefore, I have to select all data for one parent element, to be able to export the parent node and all child nodes as xml.

            I have a table like the following example:

            ...

            ANSWER

            Answered 2021-Feb-22 at 16:06

            I would break the problem down into two steps:

            • step 1 does a select distinct(parent) from your_table and stores the result in the job execution context (the result is a list of Strings or IDs, not entire items, so it's fine to store them in the execution context in order to share them with the next step)
            • step 2 reads parent IDs from the execution context and iterate over them using an item reader. An item processor would enrich each item with its children before passing enriched items to a StaxEventItemWriter

            Source https://stackoverflow.com/questions/66315113

            QUESTION

            Check if Pandas Groupby is empty
            Asked 2021-Feb-16 at 08:55

            I have a usecase , where I m filtering on a row_key which is being supplied as an argument

            I m aware of the standard empty property to check for a DataFrame , however could not find a similar one for DataFrameGroupBy

            Below is a code snippet that demonstrates the usecase , the data supplied is dummy -

            ...

            ANSWER

            Answered 2021-Feb-16 at 08:40

            Query the .ngroups attribute, at least 1 group should be present for >= 1 rows:

            Source https://stackoverflow.com/questions/66221020

            QUESTION

            What is the best way to optimize this for loop for speed? (pandas, BS objects.)
            Asked 2020-Dec-05 at 01:40

            I have a pandas dataframe/series with a URL in each row to create a Beautiful Soup object from and scrape data from within. However, the loop is extremely slow and running my current loop would take many hours to complete as there are over 21,000 rows. Could this be optimized through apply or numpy?

            ...

            ANSWER

            Answered 2020-Dec-05 at 01:40

            The problem is your program is sitting idle while requests is waiting for a response. Since waiting for network IO is likely the bottlenext, I don't think apply or numpy are going to give you much speed up. The two optimizations I can think of would be to either use a ThreadPool that takes care of doing all of the requests, while your main loop chugs through its list. Or to use async to make the requests asynchronously so that while it's waiting on the responses, you can carry on with the list.

            For the thread pool, you could create a Thread safe queue that your main thread pushes to. And then a thread pool of threads that pop off the next item and makes the request and process the result.

            Source https://stackoverflow.com/questions/65152884

            QUESTION

            Best way to handle expression resulting in attribute error : 'NoneType' during loop
            Asked 2020-Dec-04 at 23:42

            In looping through a beautiful soup object sometimes a tag exists in one iteration but not the next. As I am also extracting the text with a chain of .text afterwards, I am running into AttributeError: 'NoneType' object has no attribute 'text' being raised.

            I'm assigning all of these results to a dictionary and would prefer the values to be 'None' in the dictionary when the element does not exist. Is it better to not call .text on anything and somehow parse the HTML that is stored in the dictionary again later?

            ...

            ANSWER

            Answered 2020-Dec-04 at 23:42

            find returns None if there's no element matching the criteria. Then, when you try to call .text on the result, it fails with the error you've seen.

            One idea could be to wrap this with a function that handles that case:

            Source https://stackoverflow.com/questions/65152170

            QUESTION

            get all values from a key in a dictionary object
            Asked 2020-Oct-18 at 03:23

            I have a dictionary, how do I get the values of a specified key?

            ...

            ANSWER

            Answered 2020-Oct-18 at 03:23

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

            Vulnerabilities

            No vulnerabilities reported

            Install BNM

            You can download it from GitHub.
            You can use BNM like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            If you have any problem about our code, feel free to contact. or describe your problem in Issues.
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            https://github.com/cuishuhao/BNM.git

          • CLI

            gh repo clone cuishuhao/BNM

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            git@github.com:cuishuhao/BNM.git

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