MHE | Implementation for Learning towards Minimum | Machine Learning library

by wy1iu Python Version: Current License: MIT

X-Ray Key Features Code Snippets Community Discussions(8)Vulnerabilities Install Support

kandi X-RAY | MHE Summary

MHE is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning applications. MHE has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However MHE build file is not available. You can download it from GitHub.

The repository contains the tensorflow implementation of Minimum Hyperspherical Energy (MHE) and Caffe implementation of SphereFace+. Inspired by a well-known Physics problem (Thomson problem), MHE is formulated as an energy on a hypersphere. Minimizing it can achieve better generalization in various applications. In general, MHE serves as a simple plug-in regularization for neural networks, which enchances the neuron diversity on hyperspheres (i.e., angular diversity) and is able to consistently improve the network's generalization ability in various application. Our paper is published in NIPS 2018 and is available at arXiv.

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Quality

Security

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Support

MHE has a low active ecosystem.

It has 78 star(s) with 6 fork(s). There are 20 watchers for this library.

It had no major release in the last 6 months.

MHE has no issues reported. There are no pull requests.

It has a neutral sentiment in the developer community.

The latest version of MHE is current.

Quality

MHE has 0 bugs and 0 code smells.

Security

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

MHE code analysis shows 0 unresolved vulnerabilities.

There are 0 security hotspots that need review.

License

MHE is licensed under the MIT License. This license is Permissive.

Permissive licenses have the least restrictions, and you can use them in most projects.

Reuse

MHE releases are not available. You will need to build from source code and install.

MHE has no build file. You will be need to create the build yourself to build the component from source.

Installation instructions are not available. Examples and code snippets are available.

MHE saves you 655 person hours of effort in developing the same functionality from scratch.

It has 1519 lines of code, 56 functions and 24 files.

It has high code complexity. Code complexity directly impacts maintainability of the code.

Top functions reviewed by kandi - BETA

kandi has reviewed MHE and discovered the below as its top functions. This is intended to give you an instant insight into MHE implemented functionality, and help decide if they suit your requirements.

Train the model
Layer convolution layer
Adds a thomson constraint
Build the convolution layer
Compute a linear tensor
Checks if the given scope has variables
Calculate spectral normalization
L2 norm function
Return the next batch of samples
Shuffle images
Deconv2d convolutional layer
2D convolutional convolution layer
Calculate the likelihood score
Generate noise
Unpickle a file

Get all kandi verified functions for this library.

MHE Key Features

No Key Features are available at this moment for MHE.

MHE Examples and Code Snippets

No Code Snippets are available at this moment for MHE.

Community Discussions

Trending Discussions on MHE

Python List Manipulation for Pandas

Extract the required part from same type of URLs in notepad+++ by regex

Extract string and relative float from column in Pandas

Equation Definition Error (Equation without an equality or inequality) while using GEKKO MHE

Matrix operations using parameters modified through moving horizon estimation

Missing java classes, althouh jar is added. Netbeans 8.2 + jython

Bash script to 7za all files in a directory then rename files

Agda pattern matching inside type declarations

QUESTION

Python List Manipulation for Pandas

Asked 2022-Apr-02 at 14:41

I have a List im trying to split and manipulate :

...

ANSWER

Answered 2022-Apr-02 at 14:41

This solution should works for you

Source https://stackoverflow.com/questions/71718401

QUESTION

Extract the required part from same type of URLs in notepad+++ by regex

Asked 2022-Mar-11 at 02:13

I have a list of URLs from same website. How can I extract a particular part of them using regex in Notepad++?

Here is a part of the URLs:

...

ANSWER

Answered 2022-Mar-10 at 22:36

If all URLs have the same url, path up until the last part & do always have GET-parameters (using ?), then you can use this:

Source https://stackoverflow.com/questions/71431259

QUESTION

Extract string and relative float from column in Pandas

Asked 2021-Sep-01 at 08:06

I would like to create a column with extracted information from another column in Pandas.

First, this only applies to rows where ID contains string 'CODE'. Then extract string 'CODE' and the float following it until a space appears or at the end of the float.

...

ANSWER

Answered 2021-Sep-01 at 07:43

You may use str.extract:

Source https://stackoverflow.com/questions/69009604

QUESTION

Equation Definition Error (Equation without an equality or inequality) while using GEKKO MHE

Asked 2020-Aug-30 at 11:02

I'm currently trying out the GEKKO MHE mode. I have two specified manipulated variables and controlled variables in the model, and one parameter that I'm looking to estimate via MHE. When I currently run the model, I get an equation definition error, saying that

Equation without an equality (=) or inequality (>,<) -267.25544516-267.28925105-267.21324717-267.21191109-264.56454462 STOPPING...

The model was initialized as:

...

ANSWER

Answered 2020-Aug-30 at 11:02

The problem is likely with using a Numpy array or Pandas dataframe in a Gekko equation such as:

Source https://stackoverflow.com/questions/63603995

QUESTION

Matrix operations using parameters modified through moving horizon estimation

Asked 2020-Aug-25 at 21:06

I've recently started trying out moving horizon estimation with GEKKO. My specified manipulated variables are used in a heat balance equation within my model, and I am having some issues with the matrix operations in the model.

Example code:

...

ANSWER

Answered 2020-Aug-25 at 21:06

You can resolve this by using np.append() instead of np.concatenate(). Try something like:

Source https://stackoverflow.com/questions/63571428

QUESTION

Missing java classes, althouh jar is added. Netbeans 8.2 + jython

Asked 2020-Jul-17 at 16:07

I'm trying to run this example (https://github.com/xinwucwp/mhe) on netbeans 8.2 + jython module (ver. 2.7.2). I created a new jython project and added a start.py file with code from demo2.py (from example), here the full file - https://pastebin.com/DqBrDmnN.

As i understand, i have to add path to java classes - *.jar files.

After that, i tried to run it and got the following error - from edu.mines.jtk.ogl.Gl import * java.lang.NoClassDefFoundError: com/jogamp/opengl/GLArrayData, although i've already added jogl-all.jar, which includes GLArrayData.class.

...

ANSWER

Answered 2020-Jul-17 at 16:07

To my opinion, problem was in folders' structure of gluegen-rt.jar and jogl-all.jar.

Solution: I used pycharm and jython.exe as an interpreter - I created a simple python project with file from question and added java classes from jars to project folder (please, be careful to the folders' structure and save it in the python project folder).

Source https://stackoverflow.com/questions/62948306

QUESTION

Bash script to 7za all files in a directory then rename files

Asked 2020-Apr-03 at 23:38

I am working on using 7za to compress and password protect all files in a directory then rename the files. Here is my code :

...

ANSWER

Answered 2020-Apr-03 at 23:38

Try this:

Source https://stackoverflow.com/questions/61021763

QUESTION

Agda pattern matching inside type declarations

Asked 2020-Mar-06 at 16:15

I am learning HoTT with Agda form beginning. I followed instructions in https://www.cs.bham.ac.uk/~mhe/HoTT-UF-in-Agda-Lecture-Notes/

When I started to type in declaration of dependent sum type induction just like the notes instructed,

...

ANSWER

Answered 2020-Mar-06 at 16:15

The ability to pattern-match on records in telescopes will be available in the (soon) upcoming version Agda 2.6.1.

Cf. the documentation of the development branch: https://agda.readthedocs.io/en/latest/language/telescopes.html#irrefutable-patterns-in-binding-positions

Source https://stackoverflow.com/questions/60557445

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

Vulnerabilities

No vulnerabilities reported

Install MHE

You can download it from GitHub.
You can use MHE 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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