Table 2. Prime features of ANN, CNN and RNN.
ANN | CNN | RNN | |
BASICS | Simplest | Popular | Advanced and complex |
STRUCTURAL LAYOUT | Information flows in one direction | Information flows through more convolutional layers | Information flows in different directions |
DATA TYPE | Tabular and text data | Image data | Sequence data |
COMPLEXITY | Simple in contrast | More powerful | More powerful |
COMMENDABLE FEATURE | Ability to work with incomplete knowledge | Accurate in recognizing images | Memory and self-learning |
SPATIAL RECOGNITION | no | yes | no |
RECURRENT CONNECTIONS | no | no | yes |
MAIN DRAWBACK | Hardware dependence | Large training data required | Slow and complex training |
USES | Complex problem solving | Image recognition | Natural language processing and sentimental analysis |