Aquarium

Unlock Superior ML Model Performance with Aquarium

Aquarium is the premier platform for machine learning data curation, designed to help teams identify and solve the most critical challenges impacting model accuracy. Leveraging advanced embedding technology, Aquarium pinpoints performance bottlenecks, enabling organizations to systematically improve their ML models with targeted, high-impact data interventions.

Key Features

• Automated Issue Detection: Instantly surface the biggest problems in your model’s performance using intelligent embeddings and analytics.
• Data Prioritization: Efficiently find and recommend the most relevant data to resolve identified issues, reducing manual effort and guesswork.
• Continuous Feedback Loop: Monitor model improvements over time, ensuring your ML initiatives remain agile and effective.
• Seamless Integration: Easily plug Aquarium into existing data pipelines and ML workflows for rapid deployment.

Core Benefits

• Accelerated Time-to-Value: Quickly diagnose and address performance gaps, minimizing costly retraining cycles.
• Operational Efficiency: Reduce the burden on data science teams by automating error detection and data selection processes.
• Enhanced Model Accuracy: Deliver more reliable predictions by systematically curating the right data to solve specific model weaknesses.
• Scalable Solutions: Support ML projects of any size, from pilot deployments to enterprise-scale production systems.

Real-World Use Cases

• Retail: Improve product recommendation accuracy by uncovering and addressing data gaps in customer behavior models.
• Healthcare: Enhance diagnostic algorithms by targeting and resolving edge cases in medical imaging datasets.
• Autonomous Vehicles: Accelerate development of safer navigation systems by identifying and correcting mislabeled or underrepresented scenarios.

How AiDOOS Enables Seamless Aquarium Adoption

AiDOOS empowers organizations to implement, adopt, and scale Aquarium effortlessly. Through its outcome-based execution model, AiDOOS delivers results without the need to build internal teams. Clients gain access to a global network of expert talent, ensuring the right specialists drive every phase—from integration to ongoing optimization.

• Expert Talent Network: Leverage certified professionals with deep expertise in ML, data curation, and Aquarium deployment.
• Integration Support: AiDOOS manages end-to-end onboarding, ensuring smooth incorporation into your existing workflows and systems.
• Streamlined Adoption: Accelerate time-to-value by outsourcing implementation, freeing your teams to focus on core business objectives.
• Scalable Execution: Whether you’re piloting Aquarium or rolling it out organization-wide, AiDOOS adapts to your needs and delivers measurable outcomes.

Partner with AiDOOS to maximize the impact of Aquarium—improving your ML model performance, reducing operational overhead, and driving business results faster.

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