Machine learning illustrations and icons

Machine learning and AI illustrations: neural networks, architectures, training and AI for science. 74 scientific illustrations, editable SVG, for papers, slides, posters and graphical abstracts.

Machine learning packs

• Machine Learning (40 illustrations, Pro)

All machine learning illustrations

• 2d Convolution
• Atomistic GPU Batching
• Autoencoder
• Aviary Logo
• Ball Tree
• Convolutional Autoencoder
• Dropout
• Elman
• Four Vs of Data
• GNN Node Aggregation
• Graph Attention Layer
• Graph Convolution
• In-Flight Auto-Batcher
• k-Nearest Neighbors
• Long Short-Term Memory
• Materials Informatics
• Materials Informatics Challenges
• Message Passing Neural Network
• ML Activations
• Multilayer Perceptron
• Neural Network
• Random Forest
• Regular vs Bayes NN
• Reinforcement Learning Greedy Policy
• ROC Curve
• Roost Update
• Self Attention
• Semi-supervised Learning
• Simple recursive neural network
• Single-head attention
• Skip Connection
• Sparse Autoencoder
• Supervised Learning Setup
• Train-Test Split
• Activation functions · Pro
• Artificial neuron (perceptron) · Pro
• Autoencoder · Pro
• Backpropagation · Pro
• Cell image segmentation · Pro
• Confusion matrix · Pro
• Convolution · Pro
• Convolutional neural network · Pro
• Data augmentation · Pro
• Dataset as a table · Pro
• Dataset split into training, validation and test sets (70 / 15 / 15) · Pro
• Decision tree · Pro
• Diffusion model · Pro
• Dropout · Pro
• Encoder–decoder (sequence-to-sequence) · Pro
• Fully connected (dense) neural network with an input layer, two… · Pro
• Generative adversarial network · Pro
• GPU compute cluster · Pro
• Gradient descent · Pro
• Graph neural network on a molecule · Pro
• Hyperparameter tuning · Pro
• k-fold cross-validation · Pro
• k-means clustering · Pro
• k-nearest neighbors · Pro
• Large language model chat assistant answering a question in a chat… · Pro
• Linear regression fits a straight line to predict a value; logistic… · Pro
• Precision–recall curve · Pro
• Principal component analysis · Pro
• Protein structure prediction · Pro
• Random forest · Pro
• Recurrent neural network LSTM cell with forget, input and output… · Pro
• ROC curve · Pro
• Self-attention · Pro
• Support vector machine · Pro
• t-SNE / UMAP embedding · Pro
• Tokenization · Pro
• Training and validation loss curves decreasing over epochs · Pro
• Transformer block · Pro
• Underfitting, a good fit and overfitting of the same data · Pro
• Word embeddings in a vector space · Pro

Other categories

Cells · Molecular biology · Genetics · Proteins · Microbiology · Viruses · Immunology · Neuroscience · Cancer biology · Tissues · Human physiology · Animals · Plants · Ecology and environment · Chemistry · Nanotechnology · Energy · Geology · Lab equipment · Computer science · Medicine and health · Physics and math · People · Symbols and shapes · General science