semvec/pypi-packages huggingface dataset:
ape-ai 0.1.3
A Python framework for AI
Requires Python: >=3.11

# ape-ai: a Python framework for AI

## What is it?

*ape-ai* is a Python package that provides implementations of common algorithms in artificial intelligence. This package is a personal project, aimed at providing a simple and easy-to-use library for AI enthusiasts, students, and researchers to explore and experiment with various AI techniques. Additionally, this project serves as a learning platform for the developer to study object-oriented programming patterns and testing libraries.

## Installation

To install *ape-ai*, it's not possible to use pip yet.

## Usage

*ape-ai* currently supports the following algorithms:

- Evolution Strategy (ES)

Here's an example of how to use the ES algorithm to optimize a simple function:

```python
import numpy as np
from ape.optimization import NaiveEvolutionStrategy

# Cost function
quadratic = lambda x: x[0]**2 + x[1]**2

# Parameters
μ = 12
λ = μ//2
iterations = 100

# Algorithm
es = NaiveEvolutionStrategy(μ, λ, n=2)
es.optimize(func=quadratic, iterations=iterations)
mean, _ = es.estimate()

print('estimated minimum:', mean, flush=True)
```

## Contributing

Contributions are welcome! If you want to contribute to *ape-ai*, please fork the repository and submit a pull request. Make sure to follow the contributing guidelines.
widecity-image-downloader 0.0.5
a simple package to download images from internet based on the keywords provided.
Requires Python: >=3.7

[metadata]
name = widecity_image_downloader
version = 0.0.1
author = Example Author
author_email = widecity.official@gmail.com
description = a simple package to download images from internet based on the keywords provided.
long_description = file: README.md
long_description_content_type = text/markdown
url = https://github.com/pypa/sampleproject
project_urls =
    Bug Tracker = https://github.com/pypa/sampleproject/issues
classifiers =
    Programming Language :: Python :: 3
    License :: OSI Approved :: MIT License
    Operating System :: OS Independent

[options]
package_dir =
    = src
packages = find:
python_requires = >=3.7

[options.packages.find]
where = src