2025-04-29 13:30
IndustryModel Inference
#CurrencyPairPrediction
Model Inference (Prediction in Real-Time)
Feed live features into trained AI models to generate predictions:
• Will EUR/USD go up in next 5 minutes?
• Is GBP/USD volatility about to spike?
Model types used:
• Lightweight neural networks (tiny CNNs, LSTMs).
• Gradient boosting trees (like LightGBM, XGBoost).
• Online learning models (updated live, like SGDClassifier).
Speed optimization tricks:
• Preload models into RAM.
• Quantize models (reduce size, faster predictions).
• Use hardware acceleration (GPU or FPGA if ultra-low latency needed).
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Model Inference
Thailand | 2025-04-29 13:30#CurrencyPairPrediction
Model Inference (Prediction in Real-Time)
Feed live features into trained AI models to generate predictions:
• Will EUR/USD go up in next 5 minutes?
• Is GBP/USD volatility about to spike?
Model types used:
• Lightweight neural networks (tiny CNNs, LSTMs).
• Gradient boosting trees (like LightGBM, XGBoost).
• Online learning models (updated live, like SGDClassifier).
Speed optimization tricks:
• Preload models into RAM.
• Quantize models (reduce size, faster predictions).
• Use hardware acceleration (GPU or FPGA if ultra-low latency needed).
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