on 06-Jul-2022 (Wed)

For a decreasing-cost industry, as industry output increases, input (factor) prices decrease as the industry demand for inputs increases. This results in a negatively sloped long-run industry supply curve.

Others: endothelial and ependymal cells, fibroblasts ○ Endothelial cells form the blood vessels within the brain. ○ Ependymal cells line the ventricles ○ Fibroblast cells are in the meninges

The vast majority of the time, a project that fails to make its way to production for sustained utility has issues that are rooted in the very early phases. Before even a single line of code is written, before a serving architecture is selected and built out, and long before a decision on scalable training is made, a project is doomed to either cancellation or unused obscurity if planning, scoping, and experimentation is not done properly.

ML engineering applies a system around this staggering level of complexity. It uses a set of standards, tools, processes, and methodology that aims to minimize the chances of abandoned, misguided, or irrelevant work being done in an effort to solve a business problem or need. It, in essence, is the road map to creating ML-based systems that can be not only deployed to production, but also maintained and updated for years in the future, allowing businesses to reap the rewards in efficiency, profitability, and accuracy that ML, in general, has proven to provide (when done correctly).