Do Developers Need Theoretical Knowledge For AI Programming?

Earlier, the field of AI was more academic and was mostly researched by PhD holders. However, the area has now become approachable with software developers and other tech professionals taking advantage of the new AI paradigms to build a whole new scenario of use cases for the world. More developers are becoming interested in exploring tools and techniques such as TensorFlow and other open-source tools to explore the field. With frameworks such as TensorFlow, companies such as Google are also making it easy for a software developer who doesn't necessarily have academic expertise or a PhD in AI/ML, allowing them to ML models. Developers are using machine learning in their applications as a way to stand out in the crowd.