I'm trying to visualise a neural network schematic and found a great tool for building schematics here http://alexlenail.me/NN-SVG/index.html. I've edited the SVG file to change one of the dense layers into a LSTM layer, and the input to time series instead of singular neurons. At the bottom of the image there is some set notation detailing how many neurons is in each layer. I'm not too familiar with set notation. I'm not quite sure how to represent the LSTM layers …

I'm building a plugin that picks a random post from the database and delivers the result dynamically to the user. For certain aspects I need to know the post ID that's been randomly selected. Session data would work perfectly for this if it weren't for website caching. When a site is cached, the post that is supposed to load dynamically, based on the session data, doesn't load anything. What alternatives do I have to using $_SESSION?

The logistic function used in logistic regression is: $\frac{e^{B_{0} + B_{1}x}}{1 + e^{B_{0} + B_{1}x}}$. Why is this particular one used?

I'm creating a custom format (adding a custom option to the format toolbar) using the following guide: https://developer.wordpress.org/block-editor/how-to-guides/format-api/ import { registerFormatType, toggleFormat } from '@wordpress/rich-text'; import { RichTextToolbarButton } from '@wordpress/block-editor'; const MyCustomButton = ( { isActive, onChange, value } ) => { return ( <RichTextToolbarButton icon="editor-code" title="Sample output" onClick={ () => { onChange( toggleFormat( value, { type: 'my-custom-format/sample-output', } ) ); } } isActive={ isActive } /> ); }; registerFormatType( 'my-custom-format/sample-output', { title: 'Sample output', tagName: 'samp', className: null, …

What role do 'Solvers' play in optimization problems? Surprisingly, I could not find any definition for 'Solvers' online. All the sources I've referred to just explain the types of solvers & the conditions under which each one is supposed to be used. Examples of Solvers - ['Newton-cg', 'lbfgs', 'liblinear', 'sag,' 'saga']

Hey guys I'm currently reading about AUC-ROC and I have understood the binary case and I think that I understand the multi-classification case. Now I'm a bit confused on how to generalize it to the multi-label case, and I can't find any intuitive explanatory texts on the matter. I want to clarify if my intuition is correct with an example, let's assume that we have some scenario with three classes (c1, c2, c3). Let's start with multi-classification: When we're considering …

I created a model for only 2 classes and the classification report was: Although accuracy looks good, I don't think this model is good. The original data has 522 records of class 1 and 123 of class 2. So, I think that the model is guessing for the most common (class 1). When I applied the model on the original data, it was predicted 585 class 1 and 60 class 2. When I balanced the classes, the results were: The …

When I run my three different neural networks I obtain the following learning curves using MSE. I believe that my model base is okay and is not overfitting or underfitting. Furthermore, I believe that my model small is underfitting due to high training error and high validation error. However, I'm not sure about model big. Taking the square root of the MSE the RMSE of both the train set and validation set in model big is lower than model base. …

I have a custom post type that always do math operation to its post_meta and other custom post type post_meta. For example: post-type 1 = cpt_product_order post-type 1 post_meta = cpt_pm_product_order post-type 2 = cpt_product post-type 2 post_meta = cpt_pm_product_stock There's a cpt_product with cpt_pm_product_stock = 100, frontend operation enable specific user made order by inserting new cpt_product with post_meta cpt_product_order of 10 will substract cpt_pm_product_stock to 90 100 cpt_pm_product_stock - 10 cpt_product_order = 90 cpt_pm_product_stock cancelling order will delete/trash …

For a project at my office I have 3 websites ending in ".nl", ".de" and ".com". They all end in the same folder but don't all have the same images and uploads. My folder structure is like this: - / | - wordpress | - wp-content | - uploads | - themes | - plugins | - index.php | - wp-config.php Everything was working fine until I changed the uploads directory for the uploads with this line: const UPLOADS = …

I would like to sort the output of my WP Query. I want the events that are coming up soon to be at the beginning. The events that have already taken place should be at the end. So the first array in my meta_query should be output first, then the second array. $the_query = new WP_Query( array( 'post_type' => 'page', 'post_status' => 'publish', 'posts_per_page' => $posts, 'meta_key' => 'datum-von', 'orderby' => 'meta_value upcoming_events', 'order' => 'ASC', 'post__in' => array(22888,23062,23065,23348), 'meta_query' …

Whenever I try to add new posts or pages, or edit posts or pages from the admin menu, from the front end or even from the all posts and all pages lists, I can't. I'm always taken to a 404 error page. How can I fix this? Wordpress was installed in English, installing in Spanish results in same issue. Database is UTF-8, PERMALINKS ARE NOT THE ISSUE (I've set and reset them to try and fix as I've seen other …

I have created a plugin wherein I have a custom post type. I am using post_content for some simple text. I do not need to offer any fancy editing or insertion of data for this field, so I looked for a way to remove the buttons from the tinyMCE editor. I never found a very good solution so I removed the editor from the custom post type supports in the register function. 'supports' => array('title','revisions','thumbnail'), Then to create an area …

I would like to ask about the theoretical approach of using Logistic Regression for customer data and more specifically Churn Prediction (in BigQuery and Python). I have my customer data for an online shop and I would like to predict if the customer will churn based on some characteristics. I have created my dataset and the Churn label (based on the hypothesis that if the customer hasn't bought something in the last year then it is assumed that the customer …

I'm trying to display the total number of comments for a users posts limited to a comment meta. I've tried using both get_comments() and WP_Comment_Query() but I get the same result of "1" for the comment count when it should be "3". Now in this example I can remove 'Count' => true and just loop through the comments and that will return the correct amount of comments in a loop but the count still equals one. They provide an example …

Hi I am currently creating a site that shows interactions between different pharmaceutical drugs. I originally started with Live search on JSON Objects Data Using jQuery (originally based on this article: https://www.js-tutorials.com/jquery-tutorials/live-search-json-objects-data-using-jquery/ but modified slightly below) however the client must be able to add constant content and a JSON file was too difficult for them to edit. I am now creating a page for each drug as a WordPress post (and perhaps use a tag to distinguish it for search) …

i'm still new in machine learning. currently i'm creating an anomaly detection for flight data. it is a multivariate time series data that include timestamp, latitude, longitude, velocity and altitude of the aircraft. i'm splitting the data into train and test with 80% ratio. i used the keras LSTM autoencoder to do a anomaly detection. so here's my code def create_sequence(data, time_step = None): Xs = [] for i in range (len(data) - time_step): Xs.append(data[i:(i + time_step)]) return np.array(Xs) # …

Im trying to use gridsearch to find the best parameter for my model. Knowing that I have to implement nearmiss undersampling method while doing cross validation, should I fit my gridsearch on my undersampled dataset (no matter which under sampling techniques) or on my entire training data (whole dataset) before using cross validation?

Can anyone explain to me the difference between Population Stability Index(PSI) and Population Accuracy Index(PAI)?

I'm quit new for wordpress development. Working with property management website with mobile API Development. Here need to filter the data's for based on conditions like greater than and less than & between range. For example need to filter and search the data's where price filter range and between and greater or less than bedrooms. Kindly help me to solve this issue.I've tried below example but not works to me http://192.168.0.88:8825/wp-json/wp/v2/properties?filter[meta_key]=property_bathrooms&filter[meta_value]=4&filter[meta_compare]=>=&filter[meta_key]=property_bedrooms&filter[meta_value]=5&filter[meta_compare]=>=&filter[meta_key]=property_price&filter[meta_value]=5,500&filter[meta_compare]=between

add_action( "save_post_{CPT}", 'update_sticky', 15, 1 ); function update_sticky( $post_id ) { $stickies = get_option( 'sticky_posts' ); if ( ! in_array( $post_id, $stickies ) ) { $stickies[] = $post_id; update_option( 'test', $stickies); update_option( 'sticky_posts', $stickies ); } } It does work for test option I created for testing, but it doesn't work for existing sticky_posts option, although everything is the same. It does work for both if I hardcode the $post_id, like: $stickies[] = 123; Tried it in functions.php file, as …

I have a dataset which has demographic data available for a list of new customers. the data does'nt include transaction data of the customers. I want to identify the top 100 potential customers among these customers. Im aware that we can make use of clustering to segment these customers.However, I have two more variables in my data which are Rank and Value. What approach should be taken when rank and value of customers are given.How do we interpret the clusters …

I would like to query most of my pages and categories on the homepage. So far I am able to get the pages and category (posts), but I cannot order the list the way I want to. I want to be able to get a custom order like page, posts from a category, another page, and posts from another category. I am using the following: <?php $args = array( 'cat' => $current, 'post_type' => array( 'page', 'post'), 'orderby' => 'ID' …

While I know that probability distributions are for hypothesis testing, confidence level constructions, etc. They definitely have many roles in statistical analysis. However, it is not obvious to me now how probability distributions come in handy for machine learning problems? In ML algorithms, they are expected to automatically pick up distributions from dataset. I wonder if there are any places of probability distributions in better solving ML problem? Shortly put, how could statistical techniques related to probability distributions can benefit …

Is there any possibility to get featured post title and image using the JSON API. I tried using this: example.com/?json=the_post_thumbnails&count=3 But instead of recent posts, I get featured posts.

I have a column in an Excel sheet that contains a lot of data separated by || delimiters. The data can be classified to some classes like Entity, IFSC codes, transaction reference id, etc. A single cell looks like this: EFT INCOMING||0141201||NHFI0141201||UTR||SBIN118121948660 M S||some-name ||some-purpose||TRN REF NO:a1b2c3d4e5 Not every cell has the same number of classes or even the same type of classes. Another example: COMM/CHARGES/FEES||CHECK/REF.6546644473||BILPAY CCTY BEARING C||00.00||00012||18031358||BLPY||TRN REF NO:a1b2c3d4e5 I tried extracting this information using regular expressions and …

Any idea how to hack WP 3.8.x for this feature?

How can I edit the featured image? Usually I upload the image in media, there is one option which says "use as a featured image". This works fine but the output image is badly cropped. I want to know how can I manually crop it (150 x 150) and use that a featured image?

class LR: def __init__(self, x, y): self.x = x self.y = y self.xmean = np.mean(x) self.ymean = np.mean(y) self.x_xmean = self.x - self.xmean self.y_ymean = self.y - self.ymean self.covariance = sum(self.x_xmean * self.y_ymean) self.variance = sum(self.x_xmean * self.x_xmean) def getYhat(self, input_x): input_x = np.array(input_x) return self.intercept + self.slope * input_x def getCoefficients(self): self.slope = self.covariance/self.variance self.intercept = self.ymean - (self.xmean * self.slope) return self.intercept, self.slope I am using the above class to calculate intercept and slope for a Simple Linear …

This works, but I will need it to make 8 different lists on the page, using same meta key but 8 different meta values. Is there a more efficient way to achieve this rather than repeating the same code 8 times? <?php $posts = get_posts(array( 'numberposts' => -1, 'post_type' => 'page', 'meta_key' => 'my_meta_key', 'meta_value' => 'meta_value_1' )); if( $posts ): ?> <h4>Pages with Meta Value 1:</h4> <ul> <?php foreach( $posts as $post ): setup_postdata( $post ); ?> <li> <a …

I manage a small site that has a very active comment area. The site is on shared hosting. There is a daily post entry, then a robust comment area. It is not untypical to have more than 100 comments on a day's post. The result is that loading or refreshing the current day's page is very slow - up to or more than 30 seconds. Sometimes a page load will time out with a 500 error. Other times a comment …

I am new to the data science and wanted to develop a Linear Regression model to identify important factors to predict a policy holder makes a insurance claim. There are around 750,000 active policy holders in the books and each policy holder details can extract as a row along with factors. What I would like to know, should I take entire 750,000 rows of data and split 70% & 30% for training and testing ? Regards, Mira

I updated plugin by mistake. it mess the design of website. How I can revert old version of plugins? how I can be sure which version I was using before? Thank you

I'm making a plugin with a class and methods. This class gets called through the theme ( hard coded ) to enqueue and localize my js. it also prepares it for ajax. However, i keep getting ERROR: 400 POST http://www.devsite.local/wp-admin/admin-ajax.php 400 (Bad Request) I've ran ajax outside of a class in multiple plugins and at the functions.php with no issues, but i can't get it to work inside a class. This is my code: class CCYTFeatured { public function __construct(){ …

I'm looking to tune the parameters for sklearn's MLP classifier but don't know which to tune/how many options to give them? Example is learning rate. should i give it[.0001,.001,.01,.1,.2,.3]? or is that too many, too little etc.. i have no basis to know what is a good range for any of the parameters. Processing power is limited so i can't just test the full range. If anyone has a general guide of which are the most important to tune and …

is there a way / function to determine if Get the image plugin successfully grab the image from post? Something like has_post_thumbnail on WordPress featured image. I need to know if featured image exist, since other HTML elements (position absolute) / depend on the Featured image for positioning. Thanks.