AI Engineering

MATLAB Classify Tabular Data compares classifiers on tabular datasets, including data preparation, cross-validation or holdout evaluation, hyperparameter optimization, and statistical tests. Use it to find strong models and judge whether accuracy differences are significant.

Matlab Create Experiment plans an Experiment Manager experiment from code or a problem description. It is used to sweep parameters, compare configurations, and generate the experiment setup or training function.

MATLAB Generate Code generates, verifies, and refines C/C++ or CUDA code from MATLAB using MATLAB Coder, Embedded Coder, GPU Coder, and MATLAB Test. It also helps write codegen-ready MATLAB with %#codegen, coder.* directives, and code generation constraints.

Matlab Machine Learning Apps opens Classification Learner and Regression Learner to train, compare, evaluate, and export tabular machine learning models. Use it when you want to work in the app, test on held-out data, inspect plots, or export a trained model.

MATLAB Train Network trains, evaluates, and exports neural networks in MATLAB using trainnet, dlnetwork, and related APIs. Use it to migrate legacy deep learning code, run inference, or speed up custom training and dlaccelerate workflows.

RoadRunner Scenario Authoring programmatically creates RoadRunner scenarios from MATLAB using roadrunnerAPI. Use it to add actors, routes, phase logic, and scenario patterns like cut-ins or pedestrian crossings.

RoadRunner Scenario Simulation runs RoadRunner scenarios from MATLAB and Simulink, including stepping, actor control, observers, sensors, logs, and scenario variables. Use it when you need to simulate or co-simulate an existing scenario, not to author scenes or scenarios.

Plan AI short films with story, shots, prompts, and continuity.

Generate AI images using gpt-image-2, nano-banana, and MiniMax image-01 models. Use when the user wants to create still images with options for reference images, aspect ratio, size, and quality.

Generates music, instrumentals, songs, soundtracks, and covers using Mureka and MiniMax APIs. Use for background music, creative audio, or stem generation.

Connect an MCP-capable coding agent to OpenChatCut to edit local video projects. Manage the timeline, transcripts, captions, media, and exports directly through agent-driven commands.

Generates WebGL shaders for video effects, transitions, masks, and color grading in a video editor. Use when built-in effects are insufficient or a custom look is needed.