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You need to know where the Data & Knowledge Caming from and Going !!
Data is everywhere and it is going everywhere within your AI Ecosystem. Then, it make sense to have your precious Data and Quality and 360 degree Data Governance mapped for the pervasive AI, ML, DL and GenAI Landscape across your business operations.
The following topics needs to be on top of all CDOs who want that pervasive AI layers which work for your organization and not against. The important takeaways are listed below.
- Clear Source Data Ownership, Stewardship and Governance for your AI Ecosystem
- Data and Process Mapping with traceability & audit trails
- Have a Golden Source of Truth for your AI based business process
- Know the Data Journey & Lineage for your Business AI functions an efficient operation
The the baseline data architectures for AI/ML based GenAI/ChatGPT tools and process depends on the underlying enterprse SLMs or publicly hosted LLMs. These Language Models have several IP, Data Security, Quality, Bias, Explainability and Cost issues involved. The importance of Data Lineage is even more important with such complex pipelines for effective Bussiness AI Strategies across all market verticals.