Artificial Intelligence By Example

Manage the Power of Machine Learning and Deep Learning

Mastering machine learning and deep learning is proportional to your ability to design the architectures of these solutions. As developers, we tend to rush to some sample code, run it, and then try to implement it somehow. That's like going to a big city we don't know, with no map and no guiding system, and trying to find a street. Even worse, it's like trying to build a 50-storey building with no architect or plans.

An efficient, well-thought architecture will lead to a good solution. Deep learning networks are data flow graph calculations as shown in Chapter 4, Become an Unconventional Innovator. A node or edge is, in fact, a mathematical operation. The lines connecting these nodes ...