README.md

---
title: Nn Ext
emoji: 🦀
colorFrom: blue
colorTo: purple
sdk: streamlit
sdk_version: 1.31.0
app_file: app.py
pinned: false
---
# Streamlit app with neural network 💡

## Team🧑🏻‍💻
1. [Diachenko Ilia](https://github.com/DiaElijah)
2. [Yerlan Baidildin](https://github.com/YerlanBaidildin)

## Task 📌
1. Parse a movie database online.
2. Creating a service for semantic movie search using pre-trained language models.

## Contents 🤖
1. Data parsing was carried out from the site 📽️ [kino.mail.ru](https://kino.mail.ru/cinema/all/)
2. Models used for semantic search 🤖 [rubert-tiny2](https://huggingface.co/cointegrated/rubert-tiny2) and 😎 [msmarco-MiniLM-L-12-v3](https://www.sbert.net/docs/pretrained-models/msmarco-v3.html)
3. The library was used for semantic search 👾 [Sentence Transformers](https://www.sbert.net/examples/applications/semantic-search/README.html#)

## Libraries 📖
```python
import json
import requests
from bs4 import BeautifulSoup
import pandas as pd
import time
import csv
import re
import ast
import re
import string
import nltk
import pymorphy2
import streamlit as st
import numpy as np
import torch
from sentence_transformers import SentenceTransformer, util
```