We stand with Ukraine

2022 Trends in Artificial Intelligence and Machine Learning: Reasoning Meets Learning

For most organizations, the bifurcation of Artificial Intelligence has been as stark as it’s been simplistic. AI was either machine learning or rules-based approaches (the former of which outnumbered the latter), supervised or unsupervised learning, computer vision or natural language technologies.

Due to a number of developments in the past year around ModelOps, composite AI, and neuro-symbolic AI, there’s currently a growing awareness throughout the enterprise that AI—and its ROI—not only involves each of the foresaid dimensions, but does so optimally when they operate in conjunction with each other to pare the costs, difficulty, and time they otherwise require.