What is AI Anomaly Detection and Why it needs Explainable AI (XAI)?
Anomaly detection is the process of identifying when something deviates from the usual and expected. If an anomaly can be detected early enough, relevant corrective action can be taken to avoid serious consequences. As children, we have played the game of who can identify the oddities in a cleverly composed picture. This is anomaly detection at play. Engineers, scientists and technologists have historically counted on anomaly detection to prevent industrial accidents, stop financial fraud, intervene early to address health risks, etc. Traditionally, anomaly detection systems have relied on statistical techniques, predefined rules and/or human expertise. But these approaches have their limitations in terms of scalability, adaptability, and accuracy.
The number of real life, high value use cases for AI anomaly detection have grown a lot over the years and are expected to continue to grow. Advances in artificial intelligence (AI) are revolutionizing the field of anomaly detection. The result is improved accuracy, faster detection, reduced false positives, scalability and cost-effectiveness. This article will identify what is needed to implement such solutions and will also touch on some use cases for illustrative purposes.
To read the full article, click here
Related Semiconductor IP
- USB 20Gbps Device Controller
- Fault Tolerant DDR2/DDR3/DDR4 Memory controller
- 25MHz to 4.0GHz Fractional-N RC PLL Synthesizer on TSMC 3nm N3P
- AGILEX 7 R-Tile Gen5 NVMe Host IP
- 100G PAM4 Serdes PHY - 14nm
Related Blogs
- Breaking the Silence: What Is SoundWire‑I3S and Why It Matters
- What is cloud-based security lifecycle management for connected objects and why is it important?
- Why Secure Boot is Your Network’s Best Friend (And What BlackTech Taught Us)
- Why UCIe is Key to Connectivity for Next-Gen AI Chiplets
Latest Blogs
- Cadence Powers AI Infra Summit '25: Memory, Interconnect, and Interface Focus
- Integrating TDD Into the Product Development Lifecycle
- The Hidden Threat in Analog IC Migration: Why Electromigration rules can make or break your next tapeout
- MIPI CCI over I3C: Faster Camera Control for SoC Architects
- aTENNuate: Real-Time Audio Denoising