1.
*Accenture, Survey of AI Practices across 8,300 global enterprises

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.
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.
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

5.
●
●
●
●
●
●
●
●
●

6.
●
●
●
●
●
●
●
●
●

7.
●
●
●
●
●
●
●
●
●

8.
●
●
●
●
●
●
●
●
●