elects | Execute hyperparameter tuning and training | Machine Learning library

 by   rtavenar Python Version: Current License: No License

kandi X-RAY | elects Summary

kandi X-RAY | elects Summary

elects is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Docker applications. elects has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

End-to-end Learning for Early Classification of Time Series (ELECTS) ===. Execute hyperparameter tuning and training.
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              elects has a low active ecosystem.
              It has 7 star(s) with 3 fork(s). There are 4 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              elects has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of elects is current.

            kandi-Quality Quality

              elects has no bugs reported.

            kandi-Security Security

              elects has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              elects does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              elects releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed elects and discovered the below as its top functions. This is intended to give you an instant insight into elects implemented functionality, and help decide if they suit your requirements.
            • Train the neural network
            • Return a loader
            • Get the model
            • Read the hyperparameter csv file
            • Generate random samples
            • Train the network
            • Create wavenet layer
            • Parse command line arguments
            • Parse dataset names
            • Plots the phase of warping
            • Prints the accuracy
            • Parse multiple runs at once
            • Parse multiple alphas
            • Computes the mean average variance of the alleles
            • Parses the result of all betas
            • Plots the accuracy similarity between the two models
            • Plots the scatter experiment
            • Load early rewards
            • Return a pandas dataframe of the Bayesian Intervals
            • Parse SQuTiT model
            • Plot the phase1 and phase loss between two phases
            • Plot the accuracy vs_linear_linear_loss
            • Set up hyperparameters
            • Loads the dataset
            • Tune Mori datasets
            • Creates a plot of the qualitative data
            Get all kandi verified functions for this library.

            elects Key Features

            No Key Features are available at this moment for elects.

            elects Examples and Code Snippets

            No Code Snippets are available at this moment for elects.

            Community Discussions

            QUESTION

            How do I use a data frame subset without namesakes of other columns being included?
            Asked 2020-Nov-18 at 07:16

            (Apologies for bad title, English is not my native language and I couldn't think of a good way to summarise the question.)

            I have a dataset of various US county variables and a shapefile of US counties. I've merged the two, no problem, and now I'm trying to illustrate a variable across the counties of a particular state. But when I try to limit my data to the counties in a particular state, it selects not only the counties in that particular state, but also all counties in other states that have a namesake in said state. I just don't understand why it does that, from what I can tell it really should select only the counties in the specified state.

            I'm using the sf, tmap, tmaptools, dplyr, ggplot, and leaflet packages. Here's the code I'm using:

            ...

            ANSWER

            Answered 2020-Nov-18 at 07:16

            and welcome. I had that issue when I first started working with county level data. The issue is that "NAME" and "area_name" are drastically different (just take a quick look and you'll see that area_name has lots of extra words in it like 'county' that stop the join from working). I find it's best practice when using county data to use the fips code for joins. The map data does not have a fips column ready, but it can be constructed easily. I've implemented it below and it seems to work for me. I hope you have a good day, and I wish you luck on your project.

            Source https://stackoverflow.com/questions/64888290

            QUESTION

            How To Automatically Copy cell's value When a Cell with formula has a change in value?
            Asked 2020-Aug-27 at 07:13

            Data for spreadsheet: Economic Data Feed (name) - This spreadsheet contains 2 sheets, namely "Results" and "Triggers"

            What : In my spreadsheet "Economic Data Feed" and sheet "Results" cell C5 contains a formula. This formula tells me whether or not a Bullish or a Bearish reversal has been elected based on data from the sheet "Stock Market Confidence".

            It has 3 possible outcomes based on a IFS formula which is "Bearish reversal elected" , "Bullish reversal elected" or "No reversal elected".

            The challenge: Whenever these reversals are elected, they are valid for let's say 6 months up until 1 year. They (the reversal elections) are based on economic data that is imported in the same spreadsheet. Since the economic data feed is being frequently updated a signal will therefore disappear. Which is the problem.

            Imagine a reversal being elected one day, let's say a Bullish reversal, then the next day the economic data in the sheet "Stock Market Confidence" is updated and the signal disappears and the cell in C5 changes back to "No reversal elected".

            What I need: Whenever the cell C5 in the sheet "Results" elects a reversal, I need the cell value (cell value only) automatically copied to another place in the same spreadsheet in another sheet that I envision calling "Reversal Elections". This is needed so that the signal does not disappear because, as mentioned, the economic data feed is being frequently updated. Furthermore I need the date of reversal election copied.

            The following to screenshots are different sheets in the same spreadsheet:

            Ideal way this happens:

            1. Cell C5 in sheet "Results" elects a reversal based on the IFS formula

            2. The value (and value only, not the formula) in C5 along with the date for the election reversal is being automatically copied to somewhere else, preferably in the same spreadsheet in Triggers.

            ...

            ANSWER

            Answered 2020-Aug-25 at 08:30

            Yes you can get a trigger to update values. The below code should work and I made a sample file that might help. If you duplicate it you can have your own version at see it.

            You might want to review here on event triggers.

            The below code would probably work well for what I think you're looking for (keep in mind this is Stack Overflow so we don't know much about bulls and bears -- even the sports teams). This would write a new line on the log sheet any time the value in C5 changed. Note that this is using a formula comparison based on linked values in a formula in the LoggedResults Sheet in cell B1. If you play around with your own version of it, I think it might make more sense.

            Source https://stackoverflow.com/questions/63573801

            QUESTION

            Subset data by columns with equivalent values in R
            Asked 2020-Aug-15 at 19:39

            I'm running into a problem of how to subset my data based on a condition in which a row's observation of a column variable is equal to a different column variable's observation in that same row.

            The example I'm working with here is votes in an election

            ...

            ANSWER

            Answered 2020-Aug-15 at 17:23

            As an alternative to the solution in the comment by Duck, you can use dplyr as follows:

            Source https://stackoverflow.com/questions/63428745

            QUESTION

            Extend array with additional requirements
            Asked 2020-Aug-04 at 20:42

            I am new to PHP, but I do my best. Please be patient with me. :)

            Yesterday I already asked a similar question, but today I have to extend it.

            Initial Situation

            In my school the graduates have to pick a topic for a thesis in the final year. Each student chooses a tutor from one subject area to help them.

            Starting position

            • Each student must specify exactly three wishes, which are sorted in descending order of preference. Example: Stacy chooses Mr. Jobs in Design as her first wish, Carl also chooses Mr. Jobs as his first wish, but in usability. William selects Mr. Gates in Computer Science as his first choice, Charlott selects Mr. Gates in Biology as his first choice.
            • Each tutor may supervise a maximum of three students.
            • Each teacher can be selected in up to two subjects. So Mr Jobs could be chosen in design and usability, Mr Gates in computer science and biology, Mr Musk in physics and geography.

            Example of possible elections:

            ...

            ANSWER

            Answered 2020-Aug-04 at 20:42

            EDIT: This works? Hope to help!

            If there is a maximum of 2 specializations there is a problem though: not all students can be assigned sometimes.

            But is tries as well as it can, and random, so if it does not give a nice output, just try again.

            Source https://stackoverflow.com/questions/63225518

            QUESTION

            GTK+, C-based software, corruption with Images
            Asked 2020-Jul-16 at 08:20

            I'm writing a bit of code for a digital-read-out/controller for a home CNC mill, target is a Pi with TFT/LCD, and I've elected to use C, which I know, and GTK+3, which I know rather less (fumbling in the dark, springs to mind).

            One page of the controller (scheduled via an update-call from the main application/GTK timer event, depending on active page) is supposed to present 3 (or whatever) buttons, with a visual indicator of button states. Button images are loaded from .png files.

            On creation, I load the selected/de-selected images and store in a structure for each button. On refresh I change the state of a selected/de-selected image and update the button image with the appropriate image. Or that's the theory. On init I default the image to de-selected. I can change to selected easily enough, but a subsequent call to deselected image results in a GTK error message.

            Function play_init() is called to create the page content (prefix "play..." - this was going to be a template 'page' to test different GTK approaches - this was to fix this same problem implemented in a different way without breaking the main code base).

            Each 'page' creates a container that the main() appends to a GTK notebook, so this start-up code doesn't worry about the window setup - that's elsewhere.

            In the code section below I've hacked a fair bit and added debug code to default to de-selected, then change to selected, back to de-selected and so-on, all with an "I'm here" debug statement. This to avoid any issues with pointers falling out of scope, etc to try to understand where I'm going wrong. I know it's related to setting the button image, but can't figure out what I've missed here. Really, the image selection should be (is) managed in the containing event-box event handler... but dumping the debug code here just helps to keep things together.

            All the debug text (1,2,3,4,5 etc) is just so that I can find the point where the code starts to fail. I've recently added the gtk_button_set_image(.., NULL) to try to "unload" the image prior to setting the new image. Nada, no change.

            ...

            ANSWER

            Answered 2020-Jul-16 at 08:20

            That's because of reference counting. Detailed description can be found here, short version below.

            All GObjects start with rc (reference count, refcount) set to 1, but all widgets are GInitiallyUnowned (they have special flag, indicating that it doesn't have an owner yet).

            When you pack a widget to a container for the first time g_object_ref_sink is called, that takes ownership of a widget, sets rc to 1 and removes flag. Thus, when you replace image with a new one, previous image is dereferenced. When dereferenced, it's rc drops to 0 and object is automatically destroyed.

            You can inspect this behaviour in GDB by casting any object to (GObject*) and looking at it's ref_count field.

            What can be done:

            1. manually reference images. If you call _ref_sink, you take object ownership. When it's added to a container, it will be referenced (rc will be 2) and dereferenced when removed (rc will be 1, thus object will be still alive). You'll also need to dereference the image at the end of program.
            2. Store icon names instead of widgets and create new images in playSetSelcState

            Source https://stackoverflow.com/questions/62582563

            QUESTION

            Scraping the top ten stories of a website using Beautiful Soup
            Asked 2020-Apr-16 at 15:49

            I'm trying to scrape the website: http://edition.cnn.com/EVENTS/1996/year.in.review/ and trying to acquire the top 10 stories, this is my attempt so far, and im wondering if there is an easier way that i'm overlooking to get this in one go? Also, I'm trying to find a way to remove the linebreaks between each print, since i don't know why there is a gap between each headline.

            ...

            ANSWER

            Answered 2020-Apr-16 at 15:49

            Well, I've used re to shorten the road to select all tag a where href value starts with topten, also you can do it with different way such as.

            Source https://stackoverflow.com/questions/61251243

            QUESTION

            pgpool 4.1.0 healthcheck getsockopt() detected error "Connection refused"
            Asked 2020-Jan-21 at 12:44

            I am trying to setup a pgpool loadbalancer for a Postgresql streaming replication cluster.

            I am using postgresql-12 and pgpool2-4.1.0 from the Postgresql repo https://apt.postgresql.org/pub/repos/apt/ on Debian 10.2 (latest stable).

            I have setup Postgresql cluster with streaming replication using physical slots (not WAL shipping) and everything seems to be working properly. The secondaries connect replicate data without any issues.

            Then I installed the pgpool2-4.1.0 on the same servers. I have made the proper modifications to pgpool.conf according to the pgpool wiki and I have enabled the watchdog process.

            When I start pgpool, on all three nodes, I can see that watchdog is working properly, quorum exists and pgpool elects a master (pgpool node) which also enables the virtual IP from the configuration.

            I can connect to the postgres backend via pgpool and issue read and write commands successfully.

            The problem appears on the pgpool logs, from syslog, I get:

            ...

            ANSWER

            Answered 2020-Jan-21 at 12:44

            Turns out it was name resolution in the /etc/hosts file and the postgresql.conf.

            Specifically, the /etc/hosts was like this:

            Source https://stackoverflow.com/questions/59719431

            QUESTION

            How to model conditional triples in a knowledge graph
            Asked 2020-Jan-06 at 11:06

            I am trying to build a knowledge graph based on textual documents (unstructured data). Therefore my current approach is to extract triples from the data and send these over to a graph database, e.g. neo4j for further analyses. What I notice however is that in the construction of triples there are many, let's call them, 'conditional triples'. An example:

            ...

            ANSWER

            Answered 2020-Jan-03 at 19:09

            Here is a possible data model:

            Source https://stackoverflow.com/questions/59565727

            QUESTION

            java.time.format.DateTimeParseException: Text '09/10/2019' could not be parsed at index 0 could not be parsed, unparsed text found at index 19
            Asked 2019-Oct-09 at 13:18

            I am developing news app and I have converted elapsed time from now to that date but when I run code I am getting following exception in my adapter class

            java.time.format.DateTimeParseException: Text '09/10/2019' could not be parsed at index 0 could not be parsed, unparsed text found at index 19

            below my Adapter class

            ...

            ANSWER

            Answered 2019-Oct-09 at 11:08

            Your date you are trying to parse is not in the right format. The required format you give is yyyy-MM-dd'T'HH:mm:ssX.

            This format expects a number for the timezone - even if the number is a zero ('0').

            One workaround for this is to create a second SimpleDateFormat that uses a fallback format treating the 'Z' character as a literal and ignoring it. If your first attempt at parsing fails, catch the exception and try parsing with this format - yyyy-MM-dd'T'HH:mm:ss'Z'.

            You will also need to override the timezone to force UTC.

            Something like:

            Source https://stackoverflow.com/questions/58294478

            QUESTION

            Specification of behavior when annotation missing from classpath is attached to a class
            Asked 2019-Sep-22 at 11:25

            I am looking for a specification of what the behavior will be when a Java class is annotated with an annotation that is not present on the consumer's classpath. Specifically, when the annotated class is packaged as a jar and pulled in to another project (in Maven terms, an 'optional' or 'provided' dependency contains the annotation and the dependent elects not to depend on that).

            I found an old Eclipse bug thread that mentions this: https://bugs.eclipse.org/bugs/show_bug.cgi?id=320965

            My understanding is that annotations are supposed to be dropped from the class file if the annotation class isn't present.

            I have observed the same behavior; that is, the class seems to load fine when the annotation is not found, but I cannot find this specified anywhere. I'm using OpenJDK.

            (For those curious, the context is making a library dependency injection-friendly without tying it to a specific DI framework, so I'd like to use both CDI annotations and Guice annotations, for example, but consumers will probably not want to bring in both sets of annotations, if any at all)

            ...

            ANSWER

            Answered 2019-Sep-22 at 11:25

            Neither the Java Language Specification nor the Java Virtual Machine Specification covers this directly. The latter does not discuss annotations for verification or linking, so one could argue that missing annotation types should not cause a class loading failure. The JDK API documentation does not discuss this, except for missing classes in class-valued annotations. That looks like an omission.

            The parser for user-defined (non-VM) annotations lives in sun.reflect.annotation.AnnotationParser. As you can see, unknown annotations are simply skipped:

            Source https://stackoverflow.com/questions/56584399

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install elects

            You can download it from GitHub.
            You can use elects 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.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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