Malaysia
2025-04-30 01:03
IndustryManual Search
#CurrencyPairPrediction
Manual Search
• Trial-and-error based on experience.
• Good for small models or quick prototyping.
Example: Manually trying different learning rates: 0.01, 0.001, 0.0001.
Limitation:
• Time-consuming.
• May miss the best combinations. ⸻
Grid Search
• Systematically try all combinations of a list of hyperparameter values.
Example Grid: Learning Rate Number of Layers 0.01 1 0.01 2 0.001 1 0.001 2
Grid search runs models at every point in the grid. Limitation:
• Computationally expensive (especially if many hyperparameters or wide ranges).
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Manual Search
#CurrencyPairPrediction
Manual Search
• Trial-and-error based on experience.
• Good for small models or quick prototyping.
Example: Manually trying different learning rates: 0.01, 0.001, 0.0001.
Limitation:
• Time-consuming.
• May miss the best combinations. ⸻
Grid Search
• Systematically try all combinations of a list of hyperparameter values.
Example Grid: Learning Rate Number of Layers 0.01 1 0.01 2 0.001 1 0.001 2
Grid search runs models at every point in the grid. Limitation:
• Computationally expensive (especially if many hyperparameters or wide ranges).
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