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https://github.com/yaswanth1702/stock-news-assistant
https://github.com/yaswanth1702/stock-news-assistant
alphavantage-api api-scraping huggingface natural-language-processing speech-recognition tts-api web-scraping
Last synced: 19 days ago
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- Host: GitHub
- URL: https://github.com/yaswanth1702/stock-news-assistant
- Owner: Yaswanth1702
- License: mit
- Created: 2024-12-07T21:57:28.000Z (27 days ago)
- Default Branch: main
- Last Pushed: 2024-12-07T22:40:19.000Z (27 days ago)
- Last Synced: 2024-12-07T23:17:29.484Z (27 days ago)
- Topics: alphavantage-api, api-scraping, huggingface, natural-language-processing, speech-recognition, tts-api, web-scraping
- Language: Jupyter Notebook
- Homepage:
- Size: 7.81 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# Stock News Assistant
**Stock News Assistant** is an interactive Python application designed to keep you informed about the latest news of publicly traded companies. Leveraging voice recognition, natural language processing, and text-to-speech technologies, it provides a seamless, hands-free way to fetch, summarize, and listen to news articles about stock tickers. It also features voice cloning, allowing a personalized and unique user experience.
## Features
- **Voice Interaction**: Speak to the assistant to provide company names, and it responds with relevant news summaries.
- **Ticker Recognition**: Matches spoken company names with S&P 500 and NASDAQ-100 stock tickers.
- **Real-Time News Aggregation**: Retrieves up-to-date news articles from the [Alpha Vantage API](https://www.alphavantage.co/).
- **Summarized Insights**: Uses advanced NLP models from Hugging Face to summarize lengthy articles into concise and meaningful information.
- **Text-to-Speech Conversion**: Reads news summaries aloud using customizable voices through the [Coqui TTS API](https://github.com/coqui-ai/TTS).
- **Voice Cloning**:
- Supports personalized voice synthesis by cloning a user's or preferred speaker's voice from a 6-second audio clip.
- Allows users to configure the assistant to read out summaries in their own voice or another speaker's voice for a unique and engaging experience.
- **Interactive Commands**: Responds to user commands like "exit" to quit the application or continue fetching news for other companies.
## Usage
1. **Run the Assistant**:
```bash
python stock_news_assistant.py
```
2. **Interact with the Assistant**:
- Speak the name of a company (e.g., "Apple") when prompted.
- The assistant identifies the stock ticker and retrieves the latest news.
- Hear summaries of the top news articles.
- If voice cloning is configured, the assistant reads out news summaries in the cloned voice.
- Continue querying for other companies or say "exit" to quit.
## Example Interaction
- **Assistant**: "Please speak the company name."
- **User**: "Microsoft"
- **Assistant**: "Fetching news for MSFT..."
- **Assistant**: *Reads out the summarized news articles in the user-configured cloned voice.*
## Technologies Used
- **Natural Language Processing**:
- Hugging Face `transformers` for article summarization.
- `NLTK` for tokenization and text preprocessing.
- **Voice Interaction**:
- `speech_recognition` for capturing and processing user voice input.
- [Coqui TTS](https://github.com/coqui-ai/TTS) for synthesizing spoken output.
- Voice cloning for personalized text-to-speech experiences.
- **Web Scraping and Data Handling**:
- `BeautifulSoup` for extracting article content.
- `pandas` for processing stock ticker data.
- **News Retrieval**:
- Integrated with [Alpha Vantage API](https://www.alphavantage.co/).
Experience the future of stock news updates with personalized voice cloning and intelligent summarization.