Traditional hand engineered features lack in generalizing well to other domains/Problems, are time consuming, expensive, requires expert knowledge on the problem domain and doesn't facilitate learning from previous learnings/Representations(Transfer learning).
On the other hand, unless engineers have the capabilities provided by personal training, they cannot properly support their teams or consistently and reliably produce quality products.
On the other hand, project engineers have the overall responsibility for a certain part of the work or maybe even a small project.
It is essential that there is strong collaboration between basic and clinical researchers from academic institutions on the one hand, with engineers and scientists from the research divisions of device and pharmaceutical companies on the other.
On one hand, most engineers, as it were, neglect uncertainty, but on the other hand, the allowable stress level was introduced long time ago as a ratio of the yield stress to the so-called safety factor to provide the region for the safe utilization of the structure.
On the other hand, the engineers involved in the development of the next generations of LiBs should integrate very early special considerations to make recycling easier and economic as well as to minimize the environmental impacts of the batteries during its whole life cycle (eco-design).
A multidisciplinary effort with clinicians, radiologists, and biologists on the one hand and engineers and computer scientists on the other hand has greatly increased the ability to diagnose medical conditions and has improved delivery of healthcare.
