Tencent Cloud Developer
Jun 25, 2018 · Artificial Intelligence
Using MLP for Image Classification: Implementation, Results, and Limitations
The article demonstrates how a simple fully‑connected MLP can be trained on a small 64×64×3 cat‑vs‑non‑cat dataset, achieving perfect training accuracy but only 78 % test accuracy, and explains that parameter explosion, vanishing gradients, and lack of spatial invariance limit MLPs, motivating the shift to CNNs.
Deep LearningMLPNeural Networks
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