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General

The Data Journey

Many organizations share similar challenges with growing their operational capabilities with data. I have given several talks on data lake design and avoiding the “swampiness” of your data lake, invariably there are various pockets of mess or a “junk drawer” where people hide little bits of critical information. A complex data environment with myriad source […]

General

Boost AI Fairness and Explainability with Amazon SageMaker Clarify

From hiring decisions to loan approvals and even healthcare recommendations, machine learning (ML) impacts our lives daily. Fairness and explainability are crucial in this context. Fairness means data is balanced, and model predictions are fair across groups. Checking for fairness ensures that negative outcomes are fair across all groups, such as age or gender. Explainability […]

GenAI General

External Knowledge Base for LLMs: Leveraging Retrieval Augmented Generation Framework with AWS…

Introduction In the realm of artificial intelligence and language models, the pursuit of enhancing their capabilities is a constant endeavor. Today, we embark on a journey to explore an innovative approach that has the potential to revolutionize the way we harness the power of AI. Picture a scenario where your language model not only excels […]