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Time Series & Analytics

Reliance Stock Price Forecasting

Compared 6 algorithms (SVR, RFR, KNN, LSTM, GRU, LSTM+GRU) for 10-day stock prediction. GRU won.

Overview

10-day stock price forecasting comparing 6 ML/DL approaches on Yahoo Finance data.

The Problem

Trading desks wanted a simple benchmark of which forecasting method actually performed.

The Solution

Side-by-side training and evaluation of SVR, Random Forest, KNN, LSTM, GRU, LSTM+GRU using RMSE/MSE/R².

Impact

GRU outperformed all other approaches across the evaluation metrics. Findings published as a study.