BTB | A simple , extensible library for developing AutoML systems | Machine Learning library

by MLBazaar Python Version: v0.4.0 License: MIT

X-Ray Key Features Code Snippets Community Discussions(4)Vulnerabilities Install Support

kandi X-RAY | BTB Summary

BTB is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow applications. BTB has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can install using 'pip install BTB' or download it from GitHub, PyPI.

BTB ("Bayesian Tuning and Bandits") is a simple, extensible backend for developing auto-tuning systems such as AutoML systems. It provides an easy-to-use interface for tuning models and selecting between models.

Support

Quality

Security

License

Reuse

Support

BTB has a low active ecosystem.

It has 163 star(s) with 38 fork(s). There are 21 watchers for this library.

It had no major release in the last 12 months.

There are 13 open issues and 100 have been closed. On average issues are closed in 100 days. There are no pull requests.

It has a neutral sentiment in the developer community.

The latest version of BTB is v0.4.0

Quality

BTB has 0 bugs and 0 code smells.

Security

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

BTB code analysis shows 0 unresolved vulnerabilities.

There are 0 security hotspots that need review.

License

BTB 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

BTB releases are available to install and integrate.

Deployable package is available in PyPI.

Build file is available. You can build the component from source.

Installation instructions, examples and code snippets are available.

BTB saves you 2366 person hours of effort in developing the same functionality from scratch.

It has 5244 lines of code, 411 functions and 84 files.

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

Top functions reviewed by kandi - BETA

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

Run dask function
Generate the cluster specification
Get extra setup
Convert a Pandas DataFrame to a CSV string
Propose n hyperparameters
Propose the consumer
Check the number of proposed proposals
Returns a list of all available challenges
Get the dataset names for a given collection
Returns a random proposal
Runs a Kubernetes cluster on kubernetes
Samples a sequence of primitives
Compute the SMAC hyperparameters
Calculates a SMAC4 hyperparameter tuning function
Wrapper function for SMAC4 hyperparameters
Wrapper for SMAC4HO hyperparameters
Calculate hyperoptimotor hyperopt
Calculate skopt optimal hyperparameters
Wrapper around skopt skopt_dist
Calculate the hyperparameters for skopt
Optimize a scoring function
Argument parser
Inverse of values
Transform values into integers
Sample n_samples
Run tests

Get all kandi verified functions for this library.

BTB Key Features

No Key Features are available at this moment for BTB.

BTB Examples and Code Snippets

No Code Snippets are available at this moment for BTB.

Community Discussions

Trending Discussions on BTB

TableAlias doesn't work with multiple joins

Inline Styling and html-webpack-plugin

Pango-WARNING **: couldn't load font ouldn't load font "Times Not-Rotated 18", falling back to "Sans Not-Rotated 10px", expect ugly output

XML namespaces - default declaration

QUESTION

TableAlias doesn't work with multiple joins

Asked 2021-Jun-25 at 02:55

TableAlias isn't working with multiple joins.

The query:

...

ANSWER

Answered 2021-Jun-25 at 02:55

The Db.TableAlias() only provides an alias for the target join table, your inner join does not specify the alias to use for the source table so it references the full table name as expected.

You can use Sql.TableAlias() in your LINQ Expression to reference a table alias, e.g:

Source https://stackoverflow.com/questions/68122859

QUESTION

Inline Styling and html-webpack-plugin

Asked 2020-Dec-22 at 16:53

I'm using a template file with html-webpack-plugin. Up until now, I've used img tags for my images in the template and file-loader has handled them fine. But if I try to set the background image of an element inline, file-loader is not triggered and the image is not moved into my build folder.

Piece of the template file in question:

...

ANSWER

Answered 2020-Dec-22 at 16:53

I think there's a way that you can achieve you goal by just simply using interpolation syntax of html-webpack-plugin without having to using html-loader (likely getting conflicted).

Here's the few steps:

Change your template to use interpolation syntax to require the image:

Source https://stackoverflow.com/questions/65401669

QUESTION

Pango-WARNING **: couldn't load font ouldn't load font "Times Not-Rotated 18", falling back to "Sans Not-Rotated 10px", expect ugly output

Asked 2020-Dec-22 at 03:48

I am trying to run on package/software “KUPDAP (Kyoto University Plasma Dispersion Analysis Package)”, which can be downloaded from http://space.rish.kyoto-u.ac.jp/software/ (Download executable file (Windows)). It is a winrar file. After extracting, one can see file named “kupdap”. If I click that one, a window will appear like these:

If you wait for some time or click close, then the windows changes into:

In this GUI, I can feed my data. But the problem is what is seen in the background- in the command prompt, an error message appears “ (kupdap.exe:12988) Pango-WARNING **: couldn't load font ouldn't load font "Times Not-Rotated 18", falling back to "Sans Not-Rotated 10px", expect ugly output”. Due to this the program is not running. Honestly, I have never ever heard about pango. I am guessing that it has something to do with fonts in the system. I am also attaching the screenshot of the fonts (not all) in my system:

I have gone through some articles listed here: https://github.com/lovell/sharp/issues/1162 , but these things go over my head.

Could anybody help me out what is wrong and how to fix it? BTB, I am using Windows 10.

Thanks in advance.

...

ANSWER

Answered 2020-Dec-22 at 03:48

The problem is that kupdap is using a default font hardcoded to Times. The snippet below is copied from the beginning of the main function in kupdap_source\visual\main1.c:

Source https://stackoverflow.com/questions/65402213

QUESTION

XML namespaces - default declaration

Asked 2020-Feb-05 at 16:54

I have an XML and some struggle understanding how elements are qualified to the namespaces. Unfortunately I could not find a valid answer for my question. I have a small example to make it easier to follow my question (sorry for the German expressions):

...

ANSWER

Answered 2020-Feb-05 at 16:54

The following XPath expression returns the Verlag element. Its sibling Autor default namespace doesn't affect it. Just its descendants, i.e. Name and Geburtsdatum, belong to the same default namespace xmlns="http://aifb.kit.edu/buecher".

XPath

Source https://stackoverflow.com/questions/60080219

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

Vulnerabilities

No vulnerabilities reported

Install BTB

The easiest and recommended way to install BTB is using pip:. This will pull and install the latest stable release from PyPi. If you want to install from source or contribute to the project please read the Contributing Guide.
In this short tutorial we will guide you through the necessary steps to get started using BTB to select between models and tune a model to solve a Machine Learning problem. In particular, in this example we will be using BTBSession to perform solve the Wine classification problem by selecting between the DecisionTreeClassifier and the SGDClassifier models from scikit-learn while also searching for their best hyperparameter configuration.

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 .

Find more information at: