Table 1 Hyper-parameters search space for WT-specific model.

From: Overcoming the design, build, test bottleneck for synthesis of nonrepetitive protein-RNA cassettes

Parameter space

Final parameters (protein, prefix)

Parameter

Initial space

MCP-C

MCP-GC

QCP-C

QCP-GC

PCP-C

PCP-GC

Nodes

5–50

15

30,30

20

25

30,30

10

Layers

1–3

1

2

1

1

2

1

Activation function

Identity, tanh, relu

tanh

relu

relu

relu

relu

relu

Epochs

20,30..100

100

30

90

70

30

50

  1. (Left) The search space of the hyper-parameters search. (Right) The hyper-parameters of the final models.