semvec/pypi-packages huggingface dataset:
howiml 1.0.0
A top-level machine learning framework
Requires Python: >=3.6, <3.7

# howi-ml
HoWi ML is a top-level machine learning package for prototyping and comparison between different scikit-learn, MLP, LSTM and GRU model architectures. It originates from a master thesis focusing on the use of Machine Learning regression models for the oil and gas domain.

The package is published on PyPi. To install, do the following:
- Install Python 3.6
- Create a new virtual environment
- pip install howiml

Additional packages like Tensorflow, Keras etc. are automatically installed.

# Usage
Code documentation is available in the "doc" folder

Two examples using the stateless (default) and stateful module are seen in the top-level repository ("example_stateful.ipynb" and "example_stateless.ipynb", respectively).

Some features of the package are:
- Stateless top-level module with most required functionality to define and compare machine learning regression models
- Similar, stateful top-level module for inexperienced users
- A lot of underlying functionality for more advanced users, available from howiml.utils

Usage is as follows:
- Make sure your dataset is available in .csv format, with column names in the first row and each data row in subsequent rows
- Define the required metadata for your dataset. It is suggested that you implement a local config file and import this in your project, e.g. configs.py with methods to extract all the same metadata as seen defined in the notebook examples
utoolbox-image 0.0.2
Image processing functions for uToolbox.
Requires Python: ~=3.7
Keywords: microscopy

# uToolbox [Image]
ABSTRACT

## Installation
TBD

## Documentation
TBD

## Authors
- Liu, Yen-Ting

## License
This project is licensed under the Apache 2.0 License - see the [LICENSE.md](LICENSE.md) file for details

## Acknowledgments
TBD
xmlsq 0.9.0a1
A Python interface to xmlsq.

README: A Python interface to xmlsq
===================================

The utility **xmlsq** performs simple and full XPath 1.0 queries on an XML document.

>>> import xmlsq
>>> xml = r"<a><b foo='baz'>hello</b><b>world</b><e /></a>"
>>> xmlsq.get_text(xml, "//b")
'hello'
>>> xmlsq.get_text(xml, "//b[2]")
'world'
>>> xmlsq.full_query(xml, "//b")
'<b foo="baz">hello</b>\n<b>world</b>\n'
>>> xmlsq.get_text(xml, "//b/@foo")
'baz'
>>> xmlsq.full_query(xml, "//b/@foo")
'foo="baz"\n'
>>> xmlsq.full_query(xml, "/a", xmlsq.Opts.RAW)
'<a><b foo="baz">hello</b><b>world</b><e/></a>'
>>> xmlsq.count(xml, "//b")
2
>>> xmlsq.count(xml, "//notthere")
0
>>> xmlsq.count(xml, "//e")
1
>>> xmlsq.full_query(xml, "2+3.5")
'5.500000'

``xmlsq.get_text()`` extracts the text value of the *first* node found selected by the query.

``xmlsq.full_query()`` outputs the result of the full XPath 1.0 query as a string.

``xmlsq.count()`` computes the integer value of ``count(query)``.

For ``xmlsq.get_text()`` and ``xmlsq.count()`` the query *must* evaluate to a node.
``xmlsq.full_query()`` accepts any valid XPath 1.0 expression and returns the result as a string.

For full details of all available methods and options, please see the `documentation <https://www.cryptosys.net/xmlsq/pydocxmlsq/index.html>`_.
	

System requirements
-------------------

Windows platform with Python 3.
Requires the Windows native library **diXmlsq.dll** to be installed on your system, available from
https://www.cryptosys.net/xmlsq/.

Acknowledgment
--------------

This software is based on the pugixml library (https://pugixml.org). Pugixml is Copyright (C) 2006-2019 Arseny Kapoulkine.

Contact
-------

For more information or to make suggestions, please contact us at
https://cryptosys.net/contact/

| David Ireland
| DI Management Services Pty Ltd
| Australia
| 5 June 2020