Pinaki Laskar on LinkedIn: #AI #deeplearning #dataengineering

AI Researcher, Cognitive Technologist Inventor - AI Thinking, Think Chain Innovator - AIOT, XAI, Autonomous Cars, IIOT Founder Fisheyebox Spatial Computing Savant, Transformative Leader, Industry X.0 Practitioner What are the different state of AI Systems (AIS)? Neural Symbolic AI Systems, The current state of #AI is one of "reunification," rather than #deeplearning and symbolic learning. To develop genuinely robust and reliable AI systems the next level of AI will require an integration of the highly successful data-driven paradigm with a knowledge-driven approach coupled with human feedback for human-aligned intelligent systems. Data-Centric AIS, DCAI represents the recent transition from focusing on modeling to the underlying data used to train and evaluate models. Increasingly, common model architectures have begun to dominate a wide range of tasks, and predictable scaling rules have emerged.