mmv | rename multiple files with editor
kandi X-RAY | mmv Summary
kandi X-RAY | mmv Summary
Rename multiple files using your $EDITOR. The command name is named after multi-mv.
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QUESTION
i have created a CNN with Keras and Tensorflow as my backend and my data consists of 2D images which represent EEG (Electroencephalography)-data from the preprocessed DEAP-Dataset.
I have considered to use SHAP as the model explainer but since there are several shap-explainers (kernel, deep, linear, gradient...) I am not sure which one fits my needs the most or if even SHAP could be helpful in my case.
Since my images (Dimensions:40x100x1, the third dimension comes from np.expand_dims
, since keras needs 3D images) have no colors, is SHAP even a considerable approach?
Snippet of one item in my dataset
...ANSWER
Answered 2021-Jun-08 at 00:11There are no limitations to the use of SHAP for model explanations as they are literally meant to
explain the output of any machine learning model
(compare with the docs)
There are indeed several core explainers available. But they are optimized for different kinds of models. Since your case consists of a CNN model built with TensorFlow and Keras, you might want to consider the following two as your primary options:
DeepExplainer
: meant to approximate SHAP values for deep learning models.GradientExplainer
: explains a model using expected gradients (an extension of integrated gradients).
Both of these core explainers are meant to be used with Deep Learning models, in particular such built in TensorFlow and Keras. The difference between them is how they approximate the SHAP values internally (you can read more about the underlying methods by following the respective link). Because of this, they will very likely not return the exact same result. However, it is fair to assume that there won't be any dramatic differences (although there is no guarantee).
While the former two are the primary options, you might still want to check the other core explainers as well. For example, the KernelExplainer
can be used on any model and thus, could also be an option on Deep Learning models. But as mentioned earlier, the former two are particularly meant for Deep Learning models and should therefore (probably) be preferred.
Since you are using pictures as input, you might find the image_plot
useful. Usage examples can be found on the GitHub repository you already linked to. You also do not need to worry about colors as they do not matter (see the DeepExplainer MNIST example).
QUESTION
I've just backed up the notes I have in Notion, and they use hashcodes in the notes names to make them unique apparently.
For example, this is might be a note-folder with some notes:
...ANSWER
Answered 2021-Mar-27 at 23:06steeldriver has created a very complete and thorough answer on the Unix & Linux StackExchange. The whole discussion was originally supposed to be all here. But the question was at some point closed and I had to reask it there. When it came back up here I gave steeldriver a heads up, but he isn't apparently either interested or aware. I'll leave this answer until he chooses to copy-paste or link his own content here.
Sorry for the unexpected cross-/copy-paste-posting.
QUESTION
I screwed up with mmv and deleted a few characters from the end of the filenames in a folder (before the extension).
Luckily I have other files with the same original basename but with a different extension. I would like to know whether there is a way make a loop:
- To match the remainder of the basename from the modified file to the second file with the original filename.
- If it matches, rename the file with the original filename
Example:
...ANSWER
Answered 2021-Jan-15 at 03:19You didn't mention what environment we are talking about, but I'm assuming it's Windows cmd. You can try this:
QUESTION
On my laptop with Fedora 30 I have Performance Co-Pilot (PCP) daemons installed and running, and Prometheus installed from the package golang-github-prometheus-prometheus-1.8.0-4.fc30.x86_64
. In PCP collector's config I specified the following metric namespaces:
ANSWER
Answered 2020-Jun-11 at 09:42I have not found the exact cause of the problem, but it must have been version-specific, because after I downloaded and launched the latest version 2.19 the problem was gone and with exactly the same config Prometheus was reading all metrics from the target.
QUESTION
I will try to explain my issue. I'm trying to create a chessengine in PHP (just for fun :-)) The integers in the code simply returns valid moves (for simplicity - in real code it's objects and movement pattern depending on which piece it's about)
I'm looking for a way to effectively search through an array. By effectively I mean as fast as possible. Look at my comment in code below "IS it possible to break out of loop without going through all 1000 values?" I hope the comments would try to explain what I want to achieve. I'm just looking for ideas to optimize below code, not full code :-)
...ANSWER
Answered 2020-May-30 at 22:39Under normal circumstances, the maximum number of valid moves you are likely to encounter is around 100. It can go a little higher with promotions, so if you have 9 queens maybe you get up to 200. Still, 1000 is too big.
Generating your lists of valid moves should mean you don't even need to check if they are valid. But, I imagine you are generating a list of all combinations, even if they involve passing another piece, landing on a square with your own piece, or landing outside the board domain.
I'd say, do those checks in your initial generation:
For each pawn, check the 4 possible moves and store the valid ones
For each castle or bishop, check the 14 possible in order, starting at the piece position, go in the 4 directions until you hit an invalid space (hitting your own piece means you've gone one too far. Hitting opponent piece means you've hit last possible)
- For queens, same as castle or bishop, but 8 directions instead of 4
- For knights check the 8 possible moves for validity
- For king, check the 8 possible moves for validity
- Check if either of the two castle moves are possible
For each move, you also need to make sure it doesn't leave you in check. That feature can probably be optimized so you look only from the king position out.
Once you go through all the pieces, maximum of 16, your list of moves should only contain valid moves.
Where things get expensive is your look-ahead. How many moves into the future do you want to simulate? How do you measure the value/risk of each move?
Then profile. You need a good sampling profiler to optimize and find your hotspots. Pay attention to expensive convenience functions like in_array
and avoid if you can. Loops in loops will kill performance.
QUESTION
I have a table like below:
...ANSWER
Answered 2017-Oct-17 at 09:03IIUIC, use value_counts()
QUESTION
I'm trying to scrape URLs from https://en.wikipedia.org/wiki/List_of_hedge_funds by using an Apify actor called "web-scraper" (https://apify.com/apify/web-scraper)
Specifically, I'm trying to use the following Apify pageFunction
to scrape that target page and return a list of URLs from anchor tags present in the HTML.
ANSWER
Answered 2020-Feb-28 at 14:30You have to access the href
attribute of the a
tag to get the URL. Also, you need to loop over all the a
tags to get them into one array.
QUESTION
I have to clean a database
...ANSWER
Answered 2020-Jan-30 at 10:18Use Series.mask
with Series.str.count
:
QUESTION
When I try to launch my program with a shortcut or Process.Start it is running my if's saying that my files are missing and it is not launching the WPF windows. The picture below is what I am trying to launch via shortcut/process.start
ANSWER
Answered 2020-Jan-23 at 08:49Do not use Environment.CurrentDirectory
for dealing with DLLs. That's a horrible security flaw. Your application is searching for DLLs in the current directory, rather than the application directory. Hopefully, it's not loading them from the current directory, but this is something to be very careful about.
To get the application directory, you can use AppDomain.CurrentDomain.BaseDirectory
instead. This will not change depending on the (user configurable!) current directory.
QUESTION
I am trying to print all the text in the web page starting from the beginning of the web page to a particular heading .
I want all text in that web page till that heading and nothing after that .
The code I'm trying to run (python 3) :
...ANSWER
Answered 2019-Oct-12 at 08:49You may try this.
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