| ADAM | Adaptive Moment Estimation Method |
| AdaDelta | Adaptive Delta |
| Adagrad | Adaptive Subgradient Method |
| ANN | Artificial Neural Network |
| AI | Artificial Intelligence |
| API | Application Programming Interface |
| Backpropagation | Backward Propagation of Error |
| BGD | Batch Gradient Descent |
| BPTT | Backpropagation Through Time |
| CHP | Clever Hans Predictors |
| CNN | Convolutional Neural Networks |
| CT | Computed Tomography |
| COVID-19 | Coronavirus Disease 2019 |
| ECG | Electrocardiography |
| FCN | Fully Convolutional Network |
| GCN | Graph Convolutional Network |
| GNN | Graph Neural Network |
| GRU | Gated Recurrent Unit |
| GPU | Graphics Processing Unit |
| HCA | High-Content Analysis |
| ID | Identifier |
| LSTM | Long Short-Term Memory Network |
| Mini BGD | Mini Batch Gradient Descent |
| ML | Machine Learning |
| MRI | Magnetic Resonance Imaging |
| MLP | Multilayer Perceptron |
| NAG | Nesterov Accelerated Gradient |
| NLP | Natural Language Processing |
| PPG | Photoplethysmography |
| R-CNN | Regional Convolutional Neural Network |
| ReLU | Rectified Linear Unit function |
| RMS | Root Mean Square |
| RMSprop | Root Mean Square Propagation |
| RNN | Recurrent Neural Network |
| RU | Recurrent Unit |
| SGD | Stochastic Gradient Descent |
| tanh | Tangens Hyperbolicus |
| U-Net | Architecture for Semantic Segmentation |