stock_news_pred
所属分类:后台框架
开发工具:Jupyter Notebook
文件大小:70616KB
下载次数:0
上传日期:2022-01-18 18:32:17
上 传 者:
sh-1993
说明: Web应用程序,为ML和RNN提供分析就绪数据(股票价格、新闻、推文)。
(Web application to provide analysis-ready data (Stocks price, News, Tweets) for ML and RNN.)
文件列表:
.devcontainer (0, 2022-01-19)
.devcontainer\Dockerfile (1076, 2022-01-19)
.devcontainer\devcontainer.json (2144, 2022-01-19)
.devcontainer\docker-compose.yml (2027, 2022-01-19)
MANIFEST.in (25, 2022-01-19)
Makefile (225, 2022-01-19)
django-app (0, 2022-01-19)
django-app\Dockerfile (557, 2022-01-19)
django-app\Dockerfile.prod (1629, 2022-01-19)
django-app\data (0, 2022-01-19)
django-app\data\__init__.py (0, 2022-01-19)
django-app\data\admin.py (63, 2022-01-19)
django-app\data\apps.py (140, 2022-01-19)
django-app\data\migrations (0, 2022-01-19)
django-app\data\migrations\__init__.py (0, 2022-01-19)
django-app\data\models.py (57, 2022-01-19)
django-app\data\templates (0, 2022-01-19)
django-app\data\templates\news (0, 2022-01-19)
django-app\data\templates\news\index.html (508, 2022-01-19)
django-app\data\templates\news\layout.html (162, 2022-01-19)
django-app\data\tests.py (60, 2022-01-19)
django-app\data\urls.py (166, 2022-01-19)
django-app\data\views.py (1051, 2022-01-19)
django-app\django-app (0, 2022-01-19)
django-app\django-app\__init__.py (0, 2022-01-19)
django-app\django-app\asgi.py (383, 2022-01-19)
django-app\django-app\settings.py (3832, 2022-01-19)
django-app\django-app\urls.py (916, 2022-01-19)
django-app\django-app\wsgi.py (390, 2022-01-19)
django-app\entrypoint.prod.sh (195, 2022-01-19)
django-app\entrypoint.sh (280, 2022-01-19)
django-app\flink (0, 2022-01-19)
django-app\flink\__init__.py (0, 2022-01-19)
... ...
# Stock prices prediction with RNN and Stock News Sentiment Analysis.
The main purpose of this personal project it's to setup a entire infrastructure required for the ingestion, processing, and storage of data from third-party APIs.
Programming language and technologies used:
- Python, SQL, Pandas, Apache Spark, Airflow, Django, FastAPI, Streamlit, Bootstrap
- AWS EC2 (Ubuntu), Docker, PostgreSQL, Kafka, ZooKeeper
From the [project](https://github.com/FrCloers/stock_news_pred) carried out at the end of the Data science bootcamp at Le Wagon, I want to create a data repository and provide for users ready-to-use data (news, tweets and stock prices) for analysis, ML and RNN.
what is being done ?
- Containerize the monolithic application (easier scaling, flexibility to work and create functionality, easier management, improved security by isolating applications)
- Collect data from disparate sources in a postgreSQL database.
- [Alpha vantage](https://www.alphavantage.co/documentation/)
- [EOD Historical data](https://eodhistoricaldata.com/financial-apis/financial-news-api/)
- [Twitter API](https://developer.twitter.com/en/docs/twitter-api)
- Data processing and storage :
1. Created pipelines ETL for Data warehouse (Amazon Redshift or Snowflake).
2. Stream processing for real-time data access (newest) (Apache Spark)
- User interface :
- backend : Django
- frontend : Bootstrap, streamlit (https://colorlib.com/polygon/elaadmin/)
## Infrastructure
近期下载者:
相关文件:
收藏者: