PostgresML - Build AI Applications on a Scalable Solution
Open source software scales Postgres horizontally for your interactive AI powered applications, with the latest LLMs, vector operations, classical ML and good old Postgres application workloads.
PostgresML is an AI application database that enables you to perform training and inference on text and tabular data using SQL queries. It seamlessly integrates machine learning models into your PostgreSQL database and harnesses the power of cutting-edge algorithms to process data efficiently.
PostgresML is built on top of PostgreSQL and uses the PL/Python extension to provide support for Hugging Face Transformers and Scikit-learn. It can be installed on macOS, Linux, and Windows.
PostgresML provides a number of features that make it a powerful tool for AI development, including:
Performance: PostgresML is designed to be fast and efficient, and it can scale to handle large datasets and complex machine learning models.
Ease of use: PostgresML is easy to use, and it can be used with any SQL client.
Flexibility: PostgresML supports a wide range of machine learning algorithms and models, and it can be used for a variety of tasks, including text classification, sentiment analysis, and image recognition.
Here are some of the benefits of using PostgresML:
Seamless integration with PostgreSQL: PostgresML is a native extension to PostgreSQL, so it seamlessly integrates with your existing database and data pipelines.
High performance: PostgresML is highly optimized for machine learning operations, and it can deliver real-time predictions on large datasets.
Ease of use: PostgresML exposes machine learning functionality through SQL queries, so you can use your existing SQL skills to train and deploy machine learning models.
Flexibility: PostgresML supports a wide range of machine learning algorithms and models, and it can be used for a variety of tasks, including text classification, sentiment analysis, image recognition, and fraud detection.
PostgresML is still under development, but it is already being used by a number of companies, including Microsoft, Google, and Airbnb.
To know more click here and Github.
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