Tag: LSTM
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ARIMA vs LSTM on Gold Prices: 7-Day vs 30-Day Forecast
ARIMA beats LSTM on 7-day gold forecasts but collapses at 30 days. Head-to-head comparison shows when each model fails and exactly why.
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Stock Time Series: Why ARIMA Failed and LSTM Barely Worked
ARIMA just repeats yesterday's price. LSTM hits 52% directional accuracy. Why stock forecasting tutorials hide the real success rates.
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Deep Learning for Algorithmic Trading: From LSTM to Transformers
Compare LSTM vs Transformer for stock prediction: 2-year backtest on S&P 500 with Sharpe ratios. Complete training and signal generation code.
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RUL Prediction in Python: Linear Regression to LSTM
Build bearing RUL prediction in Python: linear regression baseline to LSTM with NASA C-MAPSS data. Full code, degradation features, performance.
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ML Stock Prediction: Why Most Fail and What Works
Most ML stock models fail live trading within weeks. Here's what survives transaction costs, regime shifts, and the reality of slippage.
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Sensor Fusion and IoT Integration in Smart Manufacturing
Weighted averaging vs temporal fusion transformers for sensor fusion: benchmark on 6-axis IMU data shows surprising edge deployment winner.
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Real-Time CBM Dashboard: Pipeline with Alerts and Viz
Deploy a CBM dashboard with Flask + TimescaleDB + Slack alerts. Full pipeline from sensor stream to RUL predictions in under 200ms.
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RUL Prediction: Classical ML vs LSTM Training Guide
Random Forest beat LSTM by 12% MAE in offline testsโbut LSTMs won in streaming inference. Here's the benchmark data and when to use each.