DSD | Better accuracy models | Machine Learning library

 by   songhan CSS Version: Current License: BSD-2-Clause

kandi X-RAY | DSD Summary

kandi X-RAY | DSD Summary

DSD is a CSS library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow applications. DSD has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. You can download it from GitHub.

This repo contains pre-trained models by Dense-Sparse-Dense(DSD) training on Imagenet. Compared to conventional training method, dense→sparse→dense (DSD) training yielded higher accuracy with same model architecture. Sparsity is a powerful form of regularization. Our intuition is that, once the network arrives at a local minimum given the sparsity constraint, relaxing the constraint gives the network more freedom to escape the saddle point and arrive at a higher-accuracy local minimum.
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              DSD has a low active ecosystem.
              It has 109 star(s) with 41 fork(s). There are 12 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              DSD has no issues reported. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of DSD is current.

            kandi-Quality Quality

              DSD has no bugs reported.

            kandi-Security Security

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

            kandi-License License

              DSD is licensed under the BSD-2-Clause License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              DSD releases are not available. You will need to build from source code and install.
              Installation instructions are not available. Examples and code snippets are available.

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            DSD Key Features

            No Key Features are available at this moment for DSD.

            DSD Examples and Code Snippets

            No Code Snippets are available at this moment for DSD.

            Community Discussions

            QUESTION

            How to add a new column in pandas dataframe based on conditions satisfied in another column?
            Asked 2021-Jun-07 at 04:54

            My dataframe looks like the following:

            ...

            ANSWER

            Answered 2021-Jun-07 at 04:54

            Try with astype() method:

            Source https://stackoverflow.com/questions/67865521

            QUESTION

            How to write a list with one element as just an element in CSV and not a list?
            Asked 2021-Jun-04 at 22:40

            I am performing some manipulations to a dataframe and when I print the frame there are columns with one value in a list. My code is follows:

            ...

            ANSWER

            Answered 2021-Jun-04 at 22:40

            This will get your single element list to be just a value

            Source https://stackoverflow.com/questions/67844663

            QUESTION

            How to set attributes in pandasdmx
            Asked 2021-May-29 at 10:47

            The "pandasdmx" documentation has an example of how to set dimensions, but no how to set attributes. I tried passing "key" to the variable, but an error occurs. Perhaps setting attributes requires a different syntax? At the end of my sample code, I printed out a list of dimensions and attributes.

            ...

            ANSWER

            Answered 2021-May-29 at 10:47

            To clarify, what you're asking here is not “how to set attributes” but “how to include attributes when converting (or ‘writing’) an SDMX DataSet to a pandas DataFrame”.

            Using sdmx1,¹ see the documentation for the attribute parameter to the write_dataset() function. This is the function that is ultimately called by to_pandas() when you pass a DataSet object as the first argument.

            In your sample code, the key line is:

            Source https://stackoverflow.com/questions/67742349

            QUESTION

            How to accumulate the records of a newly imported table with the records of another table that I have stored on the servers in SAS?
            Asked 2021-May-17 at 18:04

            I am new to SAS and I have the following problem: When trying to join records I just imported (in one table) with records I have stored in another table.

            What happens is that I am going to run the code in SAS daily, and I need the table that I am going to create today (17/05/2021) by importing a file 'X', to join the table that I created yesterday (16/05/2021) by importing a file 'Y'. And so the code will be executed tomorrow, the next day and so on. In conclusion the records will accumulate as the days go by.

            To tackle this problem, I am first creating two variables, one with the date of the day the code will be executed and the other with the date of the last execution.

            ...

            ANSWER

            Answered 2021-May-17 at 18:04

            This is a pretty complex and interesting question from an operations point of view. The answer depends on a few things.

            1. How much control do you have over the execution of this process?
            2. Is "yesterday" guaranteed, or does the process need to work if "last execution date" is not yesterday?
            3. What should happen if the process is run twice today?

            The best practices way to solve this is to have a dataset (or table) that stores the last execution date. That allows you to handle #2 trivially, and the answer to #3 might guide exactly how you store this but is easily handled anyway.

            Say for example you have a table, MetaAC.LastExecDate (or, in spanish, MetaAC.UltimaFecha or similar). It could store things this way:

            Source https://stackoverflow.com/questions/67574582

            QUESTION

            Specifying picture informant in order to read specific datetme string
            Asked 2021-Apr-29 at 12:09

            I would like to read the "19-APR-21 18.17.06.301100" the string into a DATETIME and display accordingly. In order to achieve that I'm intending to define a display format and an informat as provided in the example below.

            Example ...

            ANSWER

            Answered 2021-Apr-29 at 12:09

            PICTURE is used to create a FORMAT, not an INFORMAT.

            The ANYDTDTM informat should handle strings in that style. But it will ignore the fractions of a second.

            Source https://stackoverflow.com/questions/67315035

            QUESTION

            Why can I use comma at the end of the line in the following callback function inside the map function?
            Asked 2021-Apr-26 at 09:56

            In javascript, I thought we aren't allowed to end the line with comma if we were inside a closure. Why is the following code snippet an exception?

            And why does it not work if I put a comma after k.c = 'asd'?

            ...

            ANSWER

            Answered 2021-Apr-26 at 09:36

            The following is an expression, with two uses of the comma operator:

            Source https://stackoverflow.com/questions/67264089

            QUESTION

            SAS: How to loop a macro over rows of data to change to missing
            Asked 2021-Apr-22 at 19:39

            Can anyone help with this issue I'm having where the macro is only taking the final row value of the data?

            I have some data that looks like this:

            ...

            ANSWER

            Answered 2021-Apr-22 at 17:13
            1. Create an array and index it by years rather than default 1:n

            2. Loop through your array starting at year+1 and set to missing

            Source https://stackoverflow.com/questions/67216588

            QUESTION

            NodeJS - Make express server handle parallel query -
            Asked 2021-Mar-27 at 08:45

            I am coding webapp that need to query a sql server. The problem is : I want that multiple clients can make request simultanly.

            ...

            ANSWER

            Answered 2021-Mar-27 at 08:45

            In this code, the second client must wait for the first client to finish before the server processes its request. This is not what i want.

            Are you running two clients from different tabs in the same browser? If so, that sequencing is not the fault of your server, but is the browser deciding to wait for the first request to finish before sending a second identical request (in hopes of using a cached value).

            Your first code is the correct way to code it. The second code block is just coded wrong as the asynchronous database result is not available yet when you try to send the result. You can't code that way with asynchronous callbacks.

            How can i modify this code in order that the query are executed in parallele and the res.send wait for the query response?

            The first code block is the way to write your Express code. There's nothing wrong with it. If two requests are getting serialized, then it's either happening on the client or in the database, not in your Express code.

            Source https://stackoverflow.com/questions/66827265

            QUESTION

            get XML data from API using RJSDMX R
            Asked 2021-Mar-11 at 01:02

            I am trying to get the XML data imported into R. Specifically, the World Integrated Trade Solution (WITS) to obtain bilateral trade levels between all countries. On the WITS website, it says that the official package that connects to their API is RJSDMX, but I'm having a hard time downloading the data.

            Package use example: https://rstudio-pubs-static.s3.amazonaws.com/593878_b305636e73314eba87615097421034b3.html

            WITS API documentation: http://wits.worldbank.org/data/public/WITSAPI_UserGuide.pdf

            This is my code so far:

            ...

            ANSWER

            Answered 2021-Mar-11 at 01:02

            EDIT: I was able to get the WITS bilateral trade flows directly through the URL on the API documentation page. See also Parsing XML to DATA FRAME

            The resulting code looks like so:

            Source https://stackoverflow.com/questions/66535570

            QUESTION

            req ist not defined even when it's filled with values
            Asked 2021-Mar-03 at 15:00

            Im updating some of my data inside my database with a REST API. Therefore I created a route with POST (I use it for both) like this and call it with a submit button:

            ...

            ANSWER

            Answered 2021-Mar-03 at 15:00
            var sql = 'UPDATE gerichte SET gericht = ' + reg.body.gericht + ', Kalorien = ' + reg.body.Kalorien + ', preis_id = ' + req.body.preis + ', kategory_id = ' + req.body.kategorie + ', allergene = ' + req.body.allergene + ' WHERE g_id = ' + req.body.g_id + ';';
            

            Source https://stackoverflow.com/questions/66459496

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

            Vulnerabilities

            No vulnerabilities reported

            Install DSD

            You can download it from GitHub.

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            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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            gh repo clone songhan/DSD

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