The proposed system aims to use various machine learning algorithms to enhance financial prediction and generate highly accurate analyses. It introduces an AI-driven platform which offers inflation-analysis, stock market prediction, and E-learning module powered by a chatbot. It has achieved high accuracy where the Inflation Analysis depicts 0.8% MAE, 1.2% RMSE and the Stock Prediction shows 98% and 96% accuracy for Apple and Google stock prices respectively. Key features include historical price trends, inflation rates, short-term future stock prediction, where the data has been extracted using real-world financial datasets. Additionally, the E-learning feature contributes to bridging financial gaps and promoting informed decisions. We have implemented algorithms like linear regression, ARIMA, LSTM where the accuracy has been evaluated using metrics such as MAE, RMSE and the like.
翻译:该系统旨在利用多种机器学习算法提升金融预测能力并生成高精度分析。它引入了一个人工智能驱动的平台,提供通胀分析、股市预测以及由聊天机器人支持的电子学习模块。系统已实现高准确率:通胀分析显示平均绝对误差为0.8%,均方根误差为1.2%;股票预测对苹果和谷歌股价的准确率分别达到98%和96%。核心功能包括历史价格趋势、通胀率、短期未来股价预测,数据均提取自真实世界金融数据集。此外,电子学习功能有助于弥合金融知识差距并促进明智决策。我们已实现线性回归、ARIMA、LSTM等算法,并使用MAE、RMSE等指标评估了其准确率。