This PPT slide, part of the 28-slide Intelligent Enterprise PowerPoint presentation, outlines the necessity of employing deep neural networks to enhance organizational capabilities in artificial intelligence. It emphasizes that moving beyond basic linear models is crucial for achieving superior predictive performance. The overview suggests that to transition into an Intelligent Enterprise, organizations must leverage advanced AI techniques that can analyze complex relationships within large datasets.
The details section introduces the concept of bootstrapping, which is presented as a method for modeling expertise without delving into intricate human reasoning processes. This approach allows for the extraction of valuable insights from extensive data, highlighting the potential of AI in enhancing decision-making. Historical context is provided by referencing IBM's supercomputer, which famously defeated chess champion Garry Kasparov in 1997. This example illustrates the limitations of human cognitive biases compared to the computational power of AI.
The slide further delineates the various subdomains of AI, such as robotics and machine learning, while noting that current AI systems lack the broad, multi-domain intelligence inherent to human experts. This gap underscores the ongoing advantage that human intuition and contextual understanding provide in problem-solving scenarios. The final point addresses the human tendency to create narratives from data, which can lead to biased interpretations. This highlights the importance of recognizing and mitigating these biases to improve decision-making processes.
Overall, the slide serves as a call to action for organizations to embrace advanced AI methodologies, emphasizing the importance of overcoming human limitations through technology.
This slide is part of the Intelligent Enterprise PowerPoint presentation.
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Decision Making Artificial Intelligence Big Data Data & Analytics Machine Learning Cognitive Bias
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