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Pros & Cons


  • Open source platform
    Experiment tracking feature
    Powerful visualization capabilities
    Model evaluation
    Model registry
    Manages end-to-end workflows
    Aids in application building
    Tracks progress during fine-tuning
    Facilitates packaging and deploying models
    Secures hosting models at scale
    Runs on Databricks, cloud, PCs
    Integrates with PyTorch, TensorFlow
    Integrates with LangChain, Spark
    Integrates with Keras, Prophet
    Integrates with scikit-learn, XGBoost
    Integrates with LightGBM, CatBoost
    Used by global companies
    Fine tuning progress tracking
    Securely hosts LLMs at scale
    Active global contributor community
    Constant version updates
    14M+ monthly downloads
    600+ worldwide contributors
    Provides how-to guides, tutorials


  • Lack of customer support
    Complex Configuration
    No GUI
    No real-time collaboration
    Minimum workflow automation
    Limited algorithm support
    Incomplete documentation
    No built-in hyperparameter tuning
    Limited integration options
    Dependent on Python environment

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