A new 2024 AI & ML Report: Evolution of Models & Solutions from AI control platformAporia reveals staggering data and insights from machine learning (ML) engineers working with generative AI and large language models (LLMs). The survey indicates a widespread trend of hallucinations and bias in AI products, highlighting a critical challenge in an industry that is experiencing rapid maturation.
In the past year, enterprises spanning diverse industries have increasingly integrated AI products, such as LLMs, into their business operations. As production models become integral for value creation, they must be monitored and observed for peak performance. And notably, production ML is evolving beyond its infancy, and must gain clarity by defining its responsibilities and streamlined workflows.