🔄 Continual Learning Demo

Learn new tasks without forgetting old ones

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Task 1

Classify Cats

✅ 95%

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Task 2

Classify Dogs

✅ 93%

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Task 3

Classify Birds

Training...

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Task 4

Classify Insects

Pending

📊 Performance on All Tasks

⚠️ Challenge: Without continual learning techniques, models suffer "catastrophic forgetting" - new tasks overwrite old knowledge. Solutions: Experience replay, elastic weight consolidation, progressive neural networks.