semvec/pypi-packages huggingface dataset:
UzbekLemma 1.2
Finds the lemma of Uzbek words
Requires Python: >=3.6

# Authors

**Author1: [Maksud Sharipov](https://github.com/MaksudSharipov)**

**Author2: [Dasturbek](https://github.com/ddasturbek)**

# Lemma & Lemmatization
The package finds lemmas of Uzbek words based on the dictionary.

The process of finding a lemma is called lemmatization.

There are 4 different ways of lemmatization: rule, dictionary, model, hybrid.

It is dictionary-based lemmatization algorithm [program, package].

# Install & Clone

```bash
pip install UzbekLemma
```

```bash
git clone https://github.com/ddasturbek/UzbekLemma.git
```

# Usage

```Python
import UzbekLemma as UL

print(UL.lemmatize("kelganlar")) #kelmoq
```


# The algorithm flowchart

<img alt="Flowchart algorithm" src="https://github.com/user-attachments/assets/6504ee82-e98f-46ac-9b09-6dd811809be0"/>

# The dictionary structure

<img alt="soz_turkumlari" src="https://github.com/ddasturbek/UzbekLemma/assets/76460501/f9d9b0bd-6549-48cc-91d5-b10b208681b7"/>

# Scientific field

<img alt="Certificate" src="https://github.com/user-attachments/assets/16da0619-5d75-4d46-99e5-a4b3b828e7d7"/>

# Patent

<img alt="image" src="https://github.com/user-attachments/assets/2293c61b-b200-4a46-8433-59f7bd8928b5"/>

# Some results of the program

<img alt="image" src="https://github.com/ddasturbek/UzbekLemma/assets/76460501/2f9455a0-ebff-4677-b947-3cbfbd46bdf4"/>

# Corpus & Results
We collected an equal number of texts from 23 different fields and stored them as a [corpus](https://github.com/ddasturbek/UzbekLemma/tree/main/Corpus).

We tested all the files (i.e. corpora) in the program and got these [results](https://github.com/ddasturbek/UzbekLemma/tree/main/Results).
puter 0.0.13
A Python client for Puter AI API - free access to GPT-4 and Claude
Requires Python: >=3.7
Keywords: ai, gpt4, claude, puter, chatbot, llm, gpt-4, anthropic

# puter

[![PyPI version](https://badge.fury.io/py/puter.svg)](https://badge.fury.io/py/puter)
[![Python 3.7+](https://img.shields.io/badge/python-3.7+-blue.svg)](https://www.python.org/downloads/)
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)

A simple Python client for Puter.AI API that lets you use GPT-4 and Claude models for free!

## Installation
```bash
pip install puter
```

## Quick Start
```python
from puter import ChatCompletion

# Basic completion
response = ChatCompletion.create(
    messages=[{"role": "user", "content": "tell me a joke"}],
    model="gpt-4o-mini",
    driver="openai-completion",
    api_key="your-api-key"
)

# Streaming response
response = ChatCompletion.create(
    messages=[{"role": "user", "content": "tell me a story"}],
    model="claude-3-5-sonnet-latest",
    driver="claude",
    stream=True,
    api_key="your-api-key"
)
```

## Features
- OpenAI-style interface
- Multiple models supported:
- GPT-4o-mini
- GPT-4o
- Claude 3.5 Sonnet
- Streaming support
- Clean and simple API

## Models & Drivers
| Model | Driver |
|-------|---------|
| gpt-4o-mini | openai-completion |
| gpt-4o | openai-completion |
| claude-3-5-sonnet-latest | claude |

## Version History
- 0.0.13: Fixed README formatting
- 0.0.12: Updated README
- 0.0.11: Latest release with improved stability
- 0.0.1: Initial release

## License
MIT License - feel free to use in your projects!