BNM | Towards Discriminability and Diversity : Batch Nuclear | Machine Learning library
kandi X-RAY | BNM Summary
kandi X-RAY | BNM Summary
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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Top functions reviewed by kandi - BETA
- 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
BNM Key Features
BNM Examples and Code Snippets
Community Discussions
Trending Discussions on BNM
QUESTION
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 18:29You should separate creating your menu from your content. Please review the following example. I decoupled your menu, component, and event logic into meaningful phases.
QUESTION
Help solve the problem.
I have an object like this
...ANSWER
Answered 2021-Jun-08 at 19:20Convert 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.
QUESTION
I am getting 40 key & value data when the user submits the from. Like below.
...ANSWER
Answered 2021-Jun-05 at 18:04This is how it can be done.
QUESTION
Below is my sample schema.
...ANSWER
Answered 2021-May-14 at 23:13Assuming you want to explode all ArrayType columns (otherwise, filter accordingly):
QUESTION
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 08:33Without a preprocessor you can reduce the code using a CSS variable, e.g.
QUESTION
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 16:06I 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
QUESTION
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 08:40Query the .ngroups
attribute, at least 1 group should be present for >= 1 rows:
QUESTION
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 01:40The 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.
QUESTION
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 23:42find
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:
QUESTION
I have a dictionary, how do I get the values of a specified key?
...ANSWER
Answered 2020-Oct-18 at 03:23Try this:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install BNM
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.
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