xai | XAI - An eXplainability toolbox for machine learning | Machine Learning library
kandi X-RAY | xai Summary
kandi X-RAY | xai Summary
XAI is a Machine Learning library that is designed with AI explainability in its core. XAI contains various tools that enable for analysis and evaluation of data and models. The XAI library is maintained by The Institute for Ethical AI & ML, and it was developed based on the 8 principles for Responsible Machine Learning. You can find the documentation at You can also check out our talk at Tensorflow London where the idea was first conceived - the talk also contains an insight on the definitions and principles in this library.
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Top functions reviewed by kandi - BETA
- Calculate balanced training test set
- Groups data into a pandas DataFrame
- Infer categorical columns
- Plot the metrics of the target and predicted metrics
- Compute the evaluation metrics
- Convert probabilities to integers
- Helper function to group metrics
- Simulate smile balance
- Calculate balance of cross_cols
- Generate an imbalance plot
- Plot correlation matrix
- Plot the correlation matrix
- Plot the correlation density
- Plot a PR curve
- Plot a curve
- Plot the ROC curve
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xai Examples and Code Snippets
Community Discussions
Trending Discussions on xai
QUESTION
I am trying to create a bar chart with year data on x-axis. It works but the year marker on x-xais are all in vertical direction and I want to make them more readable - either horizontal or 45 degree. I tried using the year:T
in datatime format but it gave me the year and month markers (I just wanted to have the year markers on xais). How do I make the year markers on x-axis either horizontal or 45 degree?
ANSWER
Answered 2022-Feb-05 at 00:38Set labelAngle
:
QUESTION
I would like to count how many ads there are in this website: https://www.lastampa.it/?refresh_ce
I am using BeautifulSoup
to do this. I would need to extra info within the following:
ANSWER
Answered 2020-Jul-21 at 22:37How about use a regular expression to match "googleads" and count how many you get.
Recursively searching from the body gives you all the links in the whole page. If you want to search in a specific div you can supply parameters such as the class or id that you want to match as a dictionary. You can filter the links once you obtain them.
QUESTION
I am trying to create a main page with 2 buttons in React.js
: Option 1
and Option 2
. If a user clicks on Option 1
, this user should be redirected to Main1
page. If he/she clicks on Option 2
, then this user is redirected to Main2
. Sounds quite simple, but I get the following error:
ANSWER
Answered 2020-Jun-13 at 10:26You didn't create state
for the App
component:
QUESTION
I'm having two pre-trained models. Assume those are model_A and model_B. Here, the model_A is a CNN + LSTM network and model_B is a GCN.
Model_A:
Model_A requires 1 input as below.
X_in = Input(shape=(None, 150), name='X_in', dtype=int32)
Model_B:
Model_B requires 3 inputs as below.
X_in = Input(shape=(X_train_B[0].shape[-1], ), name='X_in', dtype=tf.float64)
A_in = Input(shape=(None,), sparse=True, dtype=tf.float64)
I_in = Input(shape=(), name='segment_ids_in', dtype=tf.int32)
I need to merged these two models by getting the output of the layer before the last layer. Below is how I defined the new model.
...ANSWER
Answered 2020-May-16 at 17:20The problem is with your I_in = Input(shape=(), name='segment_ids_in', dtype=tf.int32)
, this input layer has a shape of (None,)
(has a rank of one) while the other inputs have rank two which translates to shapes like (None, 2)
. You can see this in the model summaries. You are trying to concatenate by the second dimension (axis=1)
which cannot be done, since I_in
does not have a second dimension, only the batch dimension.
Try to expand your I_in
to have a second dimension, eg.:
QUESTION
I'm creating a signed PDF by code and I receive this error for some reason:
At least one signature is invalid - Document has been altered or corrupted since it was signed
I used DSS attribute with VRI, Certs and CRLs. The important mention is that I use versions as I saw on other articles that talk about this procedure. So I have the signature in the first part (with Contents<> and ByteRange[]) and the DSS with his children in the second part. I noticed that if I remove the second generated part, Adobe Acrobat gives me the:
Signed and all signatures are valid
Therefore I'm assuming that the Contents/ByteRange works well and the problem arise when Acrobat tries to verify the signature with the informations from the second part.
Here are both samples:
Only the first part (second removed manually after creation)
...ANSWER
Answered 2020-Feb-25 at 09:32Solution
the initial cross references must be continuous and may not have gaps. Adobe Reader signature validation sometimes is picky in such details, in particular when validating later revisions
by mkl
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