AI Tools, Libraries, and Framework Optimizations

Develop, train, and deploy your AI solutions quickly with performance- and productivity-optimized tools from Intel. 

Intel provides a comprehensive portfolio of tools for all your AI needs, including data preparation, training, inference, deployment, and scaling. All tools are built on the foundation of a standards-based, unified oneAPI programming model with interoperability, openness, and extensibility as core tenets.

Accelerate Data Analytics with Intel® Distribution of Modin*

Change one line of code to perform distributed pandas DataFrame processing. The library includes:

  • Use of all available processing cores on your machine for DataFrame processing
  • A choice of back-end distributed processing engines: built-in heterogeneous data kernels (HDK), Dask, Ray, or HEAVY.AI*
  • API compatibility with pandas. So, just change import pandas as pd to import modin.pandas as pd
  • Same notebook for running on your local machine and the cloud

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Automate Model Compression with Intel® Neural Compressor

Reduce model size and speed up inference for deployment on CPUs or GPUs. The open source library includes:

  • Automation to help you get started using quantization techniques
  • A variety of pruning approaches
  • Knowledge distillation from a larger model to improve the accuracy of a smaller model
  • Support for models created with PyTorch*, TensorFlow*, Open Neural Network Exchange (ONNX*) Runtime, and Apache MXNet*

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End-to-End Python* Data Science and AI Acceleration with Intel® AI Analytics Toolkit (AI Kit)

Accelerate end-to-end machine learning and data-science pipelines, powered by oneAPI. The toolkit includes:

  • Optimized frameworks, a model repository, and a low-precision optimization tool for deep learning
  • Extensions for scikit-learn* and XGBoost for machine learning
  • Accelerated data analytics through the Intel® Distribution of Modin* system
  • Optimized core Python* libraries
  • Samples for end-to-end workloads

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Write Once, Deploy Anywhere with the Intel® Distribution of OpenVINO™ Toolkit

Deploy high-performance inference applications from device to cloud, powered by oneAPI. Optimize, tune, and run comprehensive AI inference using the included optimizer, runtime, and development tools. The toolkit includes:

  • Repository of open source, pretrained, and preoptimized models ready for inference
  • Model optimizer for your trained model
  • Inference engine to run inference and output results on multiple processors, accelerators, and environments with a write-once, deploy-anywhere efficiency

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AI Developer Resources

Frameworks and middleware with drop-in optimizations

Development sandbox to test and run your workloads

Production-quality AI containers and solutions

If you're not finding what you're looking for, check the developer catalog for tools, containers, packages, and more.

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