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This article reviews the "Once learning" mechanism that was proposed 23 yearsago and the subsequent successes of "One-shot learning" in image classificationand "You Only Look Once - YOLO" in objective detection. Analyzing the currentdevelopment of Artificial Intelligence (AI), the proposal is that AI should beclearly divided into the following categories: Artificial Human Intelligence(AHI), Artificial Machine Intelligence (AMI), and Artificial BiologicalIntelligence (ABI), which will also be the main directions of theory andapplication development for AI. As a watershed for the branches of AI, someclassification standards and methods are discussed: 1) Human-oriented,machine-oriented, and biological-oriented AI R&D; 2) Information inputprocessed by Dimensionality-up or Dimensionality-reduction; 3) The use ofone/few or large samples for knowledge learning.

Watershed of Artificial Intelligence: Human Intelligence, Machine Intelligence, and Biological Intelligence