GraphLab Create vs Turi Create: What are the differences?

Key Differences Between GraphLab Create and Turi Create

GraphLab Create and Turi Create are both machine learning platforms developed by Turi (formerly known as Dato and GraphLab). While both platforms provide tools for building and deploying machine learning models, there are several key differences between them.

1. Licensing Model: GraphLab Create uses a commercial, proprietary license, which means it requires a paid subscription to use. On the other hand, Turi Create is an open-source library, released under the Apache 2.0 license, making it free for anyone to use and modify.

2. Accessibility: GraphLab Create is a commercial product with a paid subscription, so it provides dedicated customer support, documentation, and additional resources to subscribers. Turi Create, being an open-source library, relies on community support and resources, which may be more limited compared to GraphLab Create.

3. Integration with Other Libraries: Turi Create integrates well with other popular Python libraries such as NumPy, Pandas, and TensorFlow. This allows users to leverage the functionalities of these libraries along with Turi Create's machine learning capabilities seamlessly. GraphLab Create, on the other hand, is a more self-contained platform that may not have the same level of integration with other libraries.

4. Model Deployment: GraphLab Create offers more options for deploying machine learning models. It provides features like server deployment, which allows users to create RESTful APIs for prediction serving. Turi Create, being an open-source library, does not have the same out-of-the-box deployment options, although it still provides ways to export trained models for inference.

5. Supported Algorithms: Turi Create focuses on providing a simplified interface to a limited set of machine learning algorithms. This makes it easier for novice users to start with machine learning but may limit the flexibility for advanced users. GraphLab Create, being a more mature and commercial product, offers a wider range of algorithms and advanced techniques for machine learning tasks.

6. Development Stage: GraphLab Create has been around for longer and has a more established user base. It is a more mature and stable platform compared to Turi Create, which is a relatively newer open-source project. While Turi Create is actively maintained and developed, it may have some limitations and rough edges compared to GraphLab Create.

In summary, GraphLab Create is a commercial platform with a proprietary license, providing dedicated support, and a wider range of algorithms, while Turi Create is an open-source library with more limited support options but with a focus on simplicity and ease of use.