| Abbreviation | Full Form |
| BCI | Brain Computer Interface |
| BiLSTM | Bidirectional Long Short-Term Memory Network |
| CNN | Convolutional Neural Network |
| EEG | Electro Encephalography |
| BPNN | Back Propagation Neural Network |
| HMM | Hidden Markov Model |
| PSO | Particle Swarm Optimization |
| PSD | Power Spectral Density |
| SVM | Support Vector Machine |
| LDA | Linear Discriminant Analysis |
| CSP | Common Spatial Patterns |
| SNR | Signal-to-Noise Ratio |
| FBCSP | Filter Bank Common Spatial Pattern |
| MIT | Motor Imagery task |
| DNN | Deep Neural Network |
| SGD | Stochastic Gradient Descent |
| ADAM | Adaptive Moment Estimation |
| ReLU | Rectified Linear Unit |
| PCA | Principal Component Analysis |
| TP | True Positive |
| TN | True Negative |
| FP | False Positive |
| FN | False Negative |
| TPR | True Positive Rate |
| TNR | True Negative Rate |