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July 2023 Summaries

5 posts from Aporia

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Aporia has partnered with Portkey to bring secure and reliable Guardrails to production. The new EU region hosted in Germany complies with the highest international standards for security and privacy, allowing customers to retain their monitoring, AI analytics, and inference data within Europe. This expansion helps customers meet their data residency requirements while ensuring high model performance. Aporia's ML Observability platform enables customers to monitor for drift, model degradation, bias, and data integrity issues at scale using Direct Data Connectors technology. The company remains compliant with all applicable data protection laws and regulations, including GDPR, SOCII, and HIPAA.
Jul 27, 2023 439 words in the original blog post.
Aporia Labs has partnered with Portkey to provide secure and reliable Guardrails for production AI systems. The partnership aims to help AI engineers build robust end-to-end ML pipelines using Databricks and Aporia, enabling efficient model training, deployment, monitoring, and management within the Databricks environment. By integrating inference data into Aporia's ML Observability platform, users can monitor billions of predictions, gain insights to improve model performance, detect drift, and collaboratively investigate production data issues. This synergy ensures that every AI model is held to high standards of performance and reliability, driving impactful business decisions.
Jul 25, 2023 724 words in the original blog post.
In the ever-evolving landscape of AI/ML, businesses are continually seeking ways to improve and scale their production ML. Several alternative solutions have emerged to help organizations streamline and optimize their ML processes. This blog post focuses on nine alternatives to Arize AI that are worth considering in 2024: Aporia, Deepchecks, TruEra, Robust Intelligence, Superwise, SageMaker, Fiddler AI, WhyLabs, and Seldon Core. These platforms offer diverse features and capabilities to ensure high model performance, scale production ML, increase revenue, and provide actionable insights for improving model performance and investigating issues in production.
Jul 23, 2023 790 words in the original blog post.
Aporia has partnered with Portkey to bring secure and reliable Guardrails to production. The collaboration aims to enhance the security and reliability of in-production GenAI applications for various industries. Aporia, a leader in responsible and ethical AI, was recently selected as one of the World Economic Forum’s “Technology Pioneers” for 2023. The company focuses on bringing responsibility, agility, and observability to AI products through its platform that enables organizations to monitor and manage their AI products in production. Aporia's work promotes responsible AI by providing teams with the tools needed to maintain reliable, accurate models.
Jul 19, 2023 387 words in the original blog post.
Aporia Labs introduces Production IR, an all-in-one root cause analysis tool designed for investigating real production data and identifying model issues quickly and effectively. The challenges faced by ML practitioners in performing RCA are addressed with features such as segmentation, drift analysis, data stats, distribution analysis, text tool, and UMAP dimension reduction. Production IR promotes responsible AI practices by centralizing production data investigation and facilitating incident response, transparency, and collaboration.
Jul 11, 2023 842 words in the original blog post.