Perpetual ML Overview
Perpetual ML is a cutting-edge machine learning suite designed for modern data warehouses, offering a fast, scalable, and user-friendly solution. With capabilities that make it 100 times faster than traditional methods, Perpetual ML empowers businesses to unlock valuable insights and take action on their data in minutes rather than days. It’s perfect for organizations looking to enhance their data-driven decisions without the complexity of deep technical knowledge.
Perpetual ML Key Features
- 100X Faster Training: PerpetualBooster harnesses a built-in generalization algorithm to accelerate initial training, eliminating the need for extensive hyperparameter tuning.
- Continual Learning: Models can be continuously updated without starting from scratch, enhancing efficiency and keeping your insights fresh as new data becomes available.
- Improved Decision Confidence: Utilize state-of-the-art Conformal Prediction algorithms for better confidence intervals, leading to more informed and reliable decision-making.
- Geography-Savvy Learning: Understand decision boundaries more naturally when working with geographic data, making it easier to analyze spatial relationships.
- Integrated Model Monitoring: No additional tools required! You can monitor your models directly, tracking performance and detecting shifts in data distribution effectively.
- Versatile Machine Learning Tasks: The suite is capable of handling a variety of tasks, including tabular classification, regression, time series analysis, learning to rank, and text classification using embeddings.
- Portability: Perpetual ML is designed for Snowflake and will be available for Databricks and other data warehouses in the future, giving you flexibility without vendor lock-in.
- Effortless Parallelism: Achieve superior computational performance and resource utilization, enhancing both research capabilities and application reliability.
- No Need for Specialized Hardware: Run models on standard hardware without requiring expensive GPUs or TPUs, simplifying deployment and reducing costs.
Perpetual ML is built to support modern businesses in their journey to leverage AI, making it a trusted choice for organizations seeking to elevate their data practices. Contact us today for a free trial and see how Perpetual ML can transform your approach to machine learning!
