Simplifying Complexity Intelligence 2: Is artificial intelligence really intelligent?
5 snips
May 1, 2023 AI Snips
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The Trifecta That Restarted AI
- Deep neural networks surged after Hinton and others used large datasets, deeper architectures, and GPUs to achieve massive performance gains.
- The ImageNet breakthrough in ~2012 transformed an AI winter into a rapid renaissance.
Depth Improves Learnability, Not Just Power
- Although a single-layer perceptron is a universal function approximator mathematically, deep layered networks improve practical trainability.
- Depth appears to speed learning and make solutions reachable within finite time.
Parroting Versus Principled Reasoning
- Modern language models largely reflect and reproduce patterns present in their training corpora rather than generating novel, principled reasoning.
- Their apparent intelligence often arises from parroting encoded human knowledge.