
AI Performance: Bottlenecks, Breakthroughs, And The Road Ahead
AI performance is no longer a futuristic concept; it's a tangible reality shaping industries across the globe. From optimizing supply chains and personalizing customer experiences to accelerating drug discovery and enhancing cybersecurity, the potential of artificial intelligence seems limitless. But how do we truly gauge the effectiveness of these AI systems? This blog post dives deep into the critical aspects of AI performance, exploring the key metrics, challenges, and strategies for optimizing AI models to achieve desired outcomes and real-world impact.
Understanding AI Performance Metrics
Accuracy and Precision
Accuracy: This is perhaps the most straightforward metric, representing the percentage of correct predictions made by the AI model. It’s calculated as (True Positives + True Ne...