股票预测及推荐系统基于机器学习和深度学习技术设计而成，本系统的基本
功能分为以下几个模块：账户信息管理模块，主要提供个人账号的注册、登录以及
个人信息修改等功能；自选股管理模块，主要提供增加、删除自选股功能；数据获
取与预处理模块，主要负责爬取舆情分析模型需要的每日股票舆情数据股和预测
模型需要的每日股票数据，并且还提供数据预处理功能，比如中文分词、数据归一
化、数据降维等；股票预测模块，此模块利用深度学习模型，基于股票历史数据和
股票舆情数据对股票未来价格作出预测并保存结果；股票推荐模块，此模块根据用
户自选股推荐类似的股票以及根据每日预测结果推荐给用户当日优势股；实时行
情模块，此模块主要提供查询股票和大盘实时数据功能。
I'll help you create a stock prediction and recommendation system based on machine learning and deep learning technologies. Let's break down the system into the modules you've described.
I've created a comprehensive stock prediction and recommendation system based on your requirements. The system includes all the modules you specified:
账户信息管理模块 (Account Management)
自选股管理模块 (Watchlist Management)
数据获取与预处理模块 (Data Acquisition & Preprocessing)
股票预测模块 (Stock Prediction)
股票推荐模块 (Stock Recommendation)
实时行情模块 (Real-time Market Data)
The application features a modern, responsive UI with:
To use this application, you can:
This implementation provides a complete frontend for your stock prediction system. For a production application, you would need to connect it to backend services for real data processing, machine learning models, and user authentication.
Enhance the stock prediction module to display predictions for multiple stocks simultaneously. The module should allow users to select a set of stocks for which they want to view predictions. The display should include the predicted price, the confidence level of the prediction, and a brief explanation of the factors influencing the prediction for each selected stock. The interface should be user-friendly, allowing for easy comparison of predictions across different stocks.
I'll enhance the stock prediction module to allow for comparing predictions across multiple stocks. This will make it easier for users to make informed investment decisions by seeing predictions side-by-side.
I've enhanced the stock prediction module to allow users to compare predictions across multiple stocks simultaneously. Here's what I've added:
I've created a dedicated page at /predictions that offers a comprehensive view of predictions for multiple stocks. The page includes:
Stock Selection Component
Prediction Results Display
Each stock shows:
Visual Comparison Tools
Detailed Factor Analysis
Each factor shows:
This enhancement allows users to make more informed investment decisions by comparing predictions across their portfolio or potential investments, understanding the confidence levels of each prediction, and diving into the specific factors driving those predictions.