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How to Use Heuristics to Improve Deep Learning
There's a lot of effort happening to try to fuse model-based and heuristics-based approaches with statistical approaches. In certain cases it becomes possible to learn from first principles, meaning that you do not necessarily need the heuristics. The honest answer is very problem dependent. Some problems are still too big to be learned completely and to end. But some of them can be solved using this type of techniques.