kopt | Hyper-parameter optimization for Keras | Machine Learning library

 by   Avsecz Python Version: Current License: MIT

kandi X-RAY | kopt Summary

kandi X-RAY | kopt Summary

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

kopt is a hyper-parameter optimization library for Keras. It is based on hyperopt.
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            kandi-support Support

              kopt has a low active ecosystem.
              It has 40 star(s) with 12 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 3 open issues and 1 have been closed. On average issues are closed in 1 days. There are 2 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of kopt is current.

            kandi-Quality Quality

              kopt has 0 bugs and 0 code smells.

            kandi-Security Security

              kopt has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              kopt code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              kopt is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              kopt 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, examples and code snippets are available.
              kopt saves you 439 person hours of effort in developing the same functionality from scratch.
              It has 1038 lines of code, 88 functions and 14 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed kopt and discovered the below as its top functions. This is intended to give you an instant insight into kopt implemented functionality, and help decide if they suit your requirements.
            • Decorator to test a function
            • Validate the length of train
            • Get parameter from module_params
            • Return a subset of the data
            • Plot training history
            • Return training history as a pandas DataFrame
            • Return trial ids
            • Ensure arg is a list
            • Load the model for the given tid
            • Returns the trial ID for the given rank
            • Calculate the variance of the regression
            • Mean squared error
            • Set the global db host
            • Set the global global db port
            • Mean absolute deviation of the mean squared error
            • Calculate the average precision
            • Compute the correlation coefficient
            • Generate a random file path
            • Compute the TNR rule
            • F1 score function
            • Compute the Matthews correlation coefficient
            • Compute the accuracy of the classifier
            • Compute recall score
            • Calculate the ROC curve
            • Kendall - tau test
            • Root mean squared error
            Get all kandi verified functions for this library.

            kopt Key Features

            No Key Features are available at this moment for kopt.

            kopt Examples and Code Snippets

            No Code Snippets are available at this moment for kopt.

            Community Discussions

            QUESTION

            Segmentation Fault when using glmnet mex with MATLAB
            Asked 2020-Jul-28 at 19:03

            My jobs have been suffering due to segmentation faults when calling glmnet (downloaded from here:http://web.stanford.edu/~hastie/glmnet_matlab/download.html) from my MATLAB code. I call the glmnet routine thousands of times. I have noticed the following peculiarities about the problem occurence:

            1. The problem is more frequent when the size of my input matrices are larger.
            2. I use both gaussian and poisson distribution in separate jobs, and I notice that the problem is more frequent when fitting the Poisson distribution (which also takes usually longer to converge, so might involve more loops internally?) Since there haven't been reports of segmentation faults for the R version for these two distributions, my suspicion is that the problem, likely a memory leak, might lie in the mex interface rather than the core glmnet Fortran code, which I am pasting below. Any insights into where a memory leak might be happening is greatly appreciated! Apologies for the lengthy code dump.

            Thanks!

            ...

            ANSWER

            Answered 2020-Jul-28 at 19:03

            First thing I would do is clean up the MATLAB API interface stuff. Remember that in Fortran you do not get automatic type promotion in function/subroutine argument lists like you do in C/C++. So it is important to get the signatures exact. You should NEVER be passing literal integers to MATLAB API functions. You should be passing variables that are typed exactly as the API specifies to ensure that there is not a mismatch. E.g., take this code:

            Source https://stackoverflow.com/questions/63133839

            QUESTION

            Financial News Analysis - Unble to extract data from tags and convert it into text
            Asked 2020-May-20 at 19:36

            I am extracting financial data from the website and like to store it in the data frame later for sentiment analysis.

            Issues:

            1. When I use for loop to process all the items I am not able to
              convert it to the text which results in data with tags. (for a single item, it works)
            2. Description tag has /n at the beginning and end. How can I simply remove it?
            3. Need to extarct URL. Tag "a" class="plcReadMore" has URL which i like to extract. Issue - href is present within tag e.g. < a class="plcReadMore" href="/placera/telegram/2020/05/19/valueguard-bostadspriser-20-i-april-sasongsrensat-19.html">Läs hela >

            Python code to extract HTML data and put it into data frame for further analysis:

            ...

            ANSWER

            Answered 2020-May-20 at 16:27

            Modified your script a bit to get title, description and href. Hopefully your questions are answered in-line.

            Source https://stackoverflow.com/questions/61916219

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

            Vulnerabilities

            No vulnerabilities reported

            Install kopt

            Alternatively, kopt can be installed using Conda (most easily obtained via the Miniconda Python distribution):.
            hyperopt on pypi doesn't work with latest networkx 2, there are several issues. Maybe it would have been better to wait for the upcoming hyperopt release and then pin required hyperopt to new version.
            Reported by gokceneraslan - 2018-03-11 hyperopt on pypi doesn't work with latest networkx 2, there are several issues. Maybe it would have been better to wait for the upcoming hyperopt release and then pin required hyperopt to new version. possible solution to networkx 2 issue: pip install networkx==1.11 before installing hyperopt
            Here is an example of hyper-parameter optimization for the Keras IMDB example model.

            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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