Wolfram Resource System

Search the Wolfram Resource System

Search the Wolfram Resource System

Paclet Resource: WolframChemistry/MoleculeFingerprints

Compute and compare molecule fingerprints

Paclet Resource: KlausSutner/Automata

Automata theory package

Paclet Resource: JaneShenGunther/TCGADataTool

TCGA Data Tool retrieves TCGA cancer datasets easily from the NCI GDC and TCIA portals

Paclet Resource: AntonAntonov/ROCFunctions

Receiver Operating Characteristic (ROC) functions

Paclet Resource: AntonAntonov/NLPTemplateEngine

Code generation by filling in templates using NLP techniques

Paclet Resource: AntonAntonov/MonadMakers

Functions for making software monads

Paclet Resource: AntonAntonov/MonadicSparseMatrixRecommender

A software monad for Sparse Matrix Recommender (SMR) workflows

Paclet Resource: AntonAntonov/MonadicQuantileRegression

Software monad for Quantile Regression workflows

Paclet Resource: AntonAntonov/JavaTriesWithFrequencies

WL interface to Tries with frequencies implemented in Java

Paclet Resource: AntonAntonov/DSLTranslation

Translation of natural language commands to code

Paclet Resource: AntonAntonov/ClassifierEnsembles

Creation of- and classification with ensembles of classifiers

Paclet Resource: AntonAntonov/VariableImportanceByClassifiers

Variables importance determination using classifiers

Function Resource: ExpectedClassifierMeasurements

Computes an expectation of classifier measurements over a probability distribution of utility functions

Function Resource: ConfusionMatrixToClassifierMeasurementsObject

Convert a confusion matrix into a ClassifierMeasurementsObject from which statistics can be derived

Example Resource: Confusion Matrix of a Classifier

Classify the land surface in a satellite image

Example Resource: Classify the ESC-50 Audio Dataset

Use transfer learning to retrain an audio classifier

Function Resource: ConfusionMatrixTrajectoryFunction

Construct a function that, when given a threshold probability value, produces a confusion matrix

Function Resource: ConfusionMatrixFlip

Alter a confusion matrix by stochastically flipping classification results

Example Resource: Classify Spoken Digits

Use the neural net framework to enable powerful and user-friendly network training tools for audio objects

Example Resource: Build a Classifier to Detect the Language of a Text

Import French, English, German, and Spanish texts from the web to use to train a classifier

Example Resource: A Simple Audio Classifier for Three Musical Instruments

Example Resource: Classify Cells Based on Their Shape

Use convexity defects to classify cells

Example Resource: Train a Classifier on the UCILetter Dataset

Example Resource: Train a Custom Image Classifier

Retrain an image classifier network to automatically distinguish dromedaries from camels

Paclet Resource: AntonAntonov/MonadicContextualClassification

A monad for machine learning classification workflows

Function Resource: DecisionBoundaryPlot

Plot the decision boundaries of a classifier

Neural Net Resource: Yahoo Open NSFW Model V1

Determine whether an image contains pornographic content

Neural Net Resource: Optic-Net Classifier for Retinal Diseases

Diagnose retinal diseases from optical tomography images

Example Resource: Classify Pollen Images Using Neural Nets

Use image feature extraction and neural networks to classify pollen samples of different flowers

Example Resource: Train LeNet to Classify Images of FashionMNIST

Classify images of a dataset of labeled fashion images

Example Resource: Distinguish Daytime from Nighttime Pictures

Train a simple classifier to distinguish daytime photos from nighttime ones

Neural Net Resource: YOLO V8 Classify Trained on ImageNet Competition Data

Identify the main object in an image

Function Resource: ROCPoints3D

Extract the false positive rate, true positive rate and threshold values from the receiver operating characteristic (ROC) curve generated by a ClassifierMeasurementsObject

Function Resource: TableToTrainingSet

Prepare rectangular data for use in the machine learning functions Classify, Predict and NetTrain

Paclet Resource: AntonAntonov/MosaicPlot

Mosaic plots for datasets and lists of records

Example Resource: Simple Face Recognition

Implement a simple face recognition algorithm by classifying facial descriptors

Function Resource: PairMap

Map a function to pairs formed from a list and another function

Example Resource: Determine if a Text Is Prose or Poetry

Gather examples of Shakespearean poetry and prose to train a classifier

Example Resource: Find Which Author Wrote a Text

Train a classifier on the writings of Shakespeare, Oscar Wilde and Victor Hugo

Data Resource: Sample Data: Spam Email

Dataset of email statistics for the classification of spam email

Example Resource: Machine Learning-Based Classification of β-Thalassemia Severity Levels

Classify β-Thalassemia severity levels based on hemoglobin variant patterns

Example Resource: Blood Cell Identification

Segment and classify normal and burr cells

Function Resource: CrossValidateModel

Check the quality of a data fitting model by splitting the data into test and validation sets multiple times

Data Resource: FER-2013

The Facial Expression Recognition 2013 (FER-2013) Dataset

Function Resource: QuadricSurfacePlot

Classify and plot any polynomial of degree two or less in three or fewer variables

Function Resource: ConicSectionPlot

Classifies and plots any polynomial of degree two or less in two or fewer variables

Function Resource: TrainTestSplit

Split data into training and testing sets

Function Resource: CrossTabulate

Compute the contingency table for a two- or three- column dataset or array

Paclet Resource: AntonAntonov/TriesWithFrequencies

Functions for creation and manipulation of tries (prefix trees) with frequencies

Data Resource: Sample Data: Titanic Survival

Classify whether a passenger on board the maiden voyage of the RMS Titanic in 1912 survived given their age, sex and class

Neural Net Resource: ResNet-101 Trained on YFCC100m Geotagged Data

Determine the geolocation of a photograph

Function Resource: KeywordPlot

Plot the density of keywords in a piece of text

Neural Net Resource: CREPE Pitch Detection Net Trained on Monophonic Signal Data

Track the pitch of a monophonic signal

Data Resource: Sample Data: Satellite

Classify the type of land surface of a scene photographed by the Landsat MSS satellite given four digital images of the scene taken in different spectral bands

Example Resource: Sentiment in Stories

Determine the sentiment of sentences in text

Example Resource: Measure the Performance of a Predictor

Train a predictor that predicts the median value of properties in a neighborhood of Boston

Example Resource: Analyze Random Walks from Video

Track randomly moving particles and classify their trajectories

Example Resource: Molecular Shape Analysis

Classify and visualize molecular shape using the principal moments of inertia

Neural Net Resource: Micro Aerial Vehicle Trail Navigation Nets Trained on IDSIA Swiss Alps and PASCAL VOC Data

Navigate a drone in a forest environment

Example Resource: Detect, Recognize & Highlight Objects in an Image

Example Resource: Fooling Neural Networks

Construct illusions for image classification networks