What’s the hottest buzzword this year? Deep learning would be a safe pick. Everyone is talking about the achievement of artificial intelligence (AI). Thanks to the advancement of software and hardware technology, as long as one has an idea and data, it’s not difficult to train a neural network that is comparable to conventional AI.
Any caveat? Of course. Just like misunderstandings in human education, one can easily overfit in a neural network. It suggests that teaching humans using perfect examples in textbook will result into bad outcomes. When you are doing all you can to avoid overfitting in the AI, you can see how terrible the overfitting in human education. On the other hand, should we give more care, patience, and compassion to the childish neural network, and learn what it says?
In some areas, the dependency to professionals might be reduced by using deep learning, but it cannot be done solely by domain experts. Being able to do a thing is different from Being able to teach one to do a thing. There is expertise in training. I will share real experiences and help the audience to enter the interesting area.