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Instead of Determined

Best Determined Alternatives in 2026

Taken from Deep Learning Software, where Determined is listed too, in the same order.

  1. 1

    Paperspace Gradient

    Paperspace Gradient is a machine learning platform for developing, tracking, and collaborating on models.

    • Free plan
    • Open source
    • Windows · macOS · Linux · Web
    8.7 Club score
  2. 2

    Lightning AI Studios

    Lightning AI Studios is a persistent GPU cloud workspace for training models, running inference, building agents and AI apps, and coding collaboratively.

    • Free plan
    • Windows · macOS · Linux · Web
    8.5 Club score
  3. 3

    ONNX Runtime

    ONNX Runtime is a free engine for running machine-learning models and training them within existing technology stacks.

    • Free plan
    • Windows · macOS · Linux · Web
    8.4 Club score
  4. 4

    TensorFlow

    TensorFlow is a free, open-source platform for building machine-learning models and deploying them in different environments.

    • Free plan
    • Windows · macOS · Linux · Web
    8.0 Club score
  5. 5

    fastai

    fastai is a free Python library for training neural networks, with components for both practical model building and research.

    • Free plan
    • Windows · macOS · Linux · Web
    7.9 Club score
  6. 6

    Deeplearning4j

    Eclipse Deeplearning4j is an open-source deep learning framework for the JVM.

    • Free plan
    • Windows · macOS · Linux · API
    7.9 Club score
  7. 7

    JAX

    JAX is a free, open-source Python library for accelerator-oriented array computation and program transformation.

    • Free plan
    • Windows · macOS · Linux · Self-hosted
    7.8 Club score
  8. 8

    Apache TVM

    Apache TVM is a free, open-source machine learning compilation framework that converts pre-trained models into modules for deployment.

    • Free plan
    • Open source
    • Windows · macOS · Linux · Web
    7.8 Club score
  9. 9

    PyTorch

    • Free plan
    • Windows · macOS · Linux · iPhone and iPad
    7.7 Club score
  10. 10

    tinygrad

    tinygrad is a deep learning stack for neural network training, combining a tensor library, compiler, JIT, and training tools.

    • Free plan
    • Windows · macOS · Linux · Web
    7.7 Club score
  11. 11

    Ludwig

    Ludwig is an open-source deep learning framework for building, fine-tuning, and serving custom models.

    • Free plan
    • Windows · macOS · Linux · API
    7.7 Club score
  12. 12

    OpenVINO

    OpenVINO is an open-source toolkit for accelerating AI inference, reducing model footprint, and making more efficient use of hardware.

    • Free plan
    • Windows · macOS · Linux · Web
    7.7 Club score
  13. 13

    MegEngine

    MegEngine is a free, open-source deep learning framework for model development and deployment, with automatic differentiation and local training.

    • Free plan
    • Windows · macOS · Linux · iPhone and iPad
    7.6 Club score
  14. 14

    Trackio

    Trackio is a Python library for tracking machine-learning experiments, built on Hugging Face Buckets and Spaces.

    • Free plan
    • Windows · macOS · Linux · Web
    7.6 Club score
  15. 15

    Keras

    • Free plan
    • Windows · macOS · Linux
    7.6 Club score
  16. 16

    MindSpore

    • Free plan
    • Windows · macOS · Linux · Self-hosted
    7.6 Club score
  17. 17

    Apache SINGA

    Apache SINGA is a distributed deep-learning library for training deep-learning and machine-learning models.

    • Free plan
    • Windows · macOS · Linux · Self-hosted
    7.5 Club score
  18. 18

    Caffe

    Caffe is a free deep learning framework developed by Berkeley AI Research and community contributors.

    • Free plan
    • Windows · macOS · Linux · Self-hosted
    7.4 Club score
  19. 19

    Ray Train

    Ray Train distributes model-training compute among worker processes in a Ray cluster.

    • Free plan
    • Windows · macOS · Linux · Self-hosted
    7.4 Club score
  20. 20

    PaddlePaddle

    • Free plan
    • Windows · macOS · Linux · API
    7.4 Club score

The whole list: Deep Learning Software