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SigOpt at Ai4 Finance—Modeling at Scale

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SigOpt at Ai4 Finance—Modeling at Scale

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SigOpt helps your algorithmic traders and data scientists build better models faster. Learn how to integrate SigOpt into your modeling platform for quick ROI for your data science team.

SigOpt helps your algorithmic traders and data scientists build better models faster. Learn how to integrate SigOpt into your modeling platform for quick ROI for your data science team.

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SigOpt at Ai4 Finance—Modeling at Scale

  1. 1. *Accenture, Survey of AI Practices across 8,300 global enterprises
  2. 2. Pro Con Manual Search Leverages expertise Not scalable, inconsistent Grid Search Simple to implement Not scalable, often infeasible Random Search Scalable Inefficient Evolutionary Algorithms Effective at architecture search Very resource intensive Bayesian Optimization Efficient, effective Can be tough to parallelize
  3. 3. Pro Con Manual Search Leverages expertise Not scalable, inconsistent Grid Search Simple to implement Not scalable, often infeasible Random Search Scalable Inefficient Evolutionary Algorithms Effective at architecture search Very resource intensive Bayesian Optimization Efficient, effective Can be tough to parallelize
  4. 4. Pro Con Manual Search Leverages expertise Not scalable, inconsistent Grid Search Simple to implement Not scalable, often infeasible Random Search Scalable Inefficient Evolutionary Algorithms Effective at architecture search Very resource intensive Bayesian Optimization Efficient, effective Can be tough to parallelize
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