Core Engine
Classification, regression, clustering, and deep learning in your service. Time series, anomaly detection, manifold, and more. Low latency. High throughput.
See Core Engine →Start
Quick Start SMILE Studio Tutorial Data Processing Data Import and Export Data Visualization Declarative VisualizationSupervised
Classification Regression Deep Learning Time Series Sequence Labeling Natural Language Processing Feature Engineering Model Validation Hyperparameter Optimization Unified Training InterfaceUnsupervised
Clustering Vector Quantization Anomaly Detection Association Rule Mining Multi-Dimensional Scaling Manifold LearningGenAI
Large Language Models Computer Vision ONNX ONNX GenAI SMILE ServeMath
Linear Algebra Statistics Interpolation Wavelet Compressed Sensing Graph Data StructureFor embedding modelsCore Engine, in the application
For serving themYour machines, your network
For building themAgent-driven AutoML, in Studio
Classification, regression, clustering, and deep learning in your service. Time series, anomaly detection, manifold, and more. Low latency. High throughput.
See Core Engine →A unified inference runtime for machine learning, computer vision, and LLMs. World-class performance. Commercial licensing removes the AGPL restriction.
See Serve Engine →Agentic AutoML to explore, train, inspect, and export. Powerful agents for coding and product development. Free to evaluate. Annual seats for production use.
See Agent Studio →SMILE now seems to be the go-to general-purpose machine learning library for the Java and Scala worlds.
A broad range of algorithms out of the box — and all you need is Java, or any JVM language.
One of the hidden gems in the Java framework ecosystem today.
HALO.AI LLCNew York
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