Why You Can't Get Your ML Models into Production

Science: Pure science happens in both academia and industry, working on everything from chemistry to mechanical design. These breakthroughs will eventually lead to batteries that have a higher energy density or lower weight, and your car company will want to test out this new technology to see if it can extend the range of your vehicles. Prototyping: Prototyping is the key step transforming new ideas into business value. For something like a battery, potentially years of development may occur before the technology is ready for production (luckily, software like ML tends to be faster). The prototyping phase starts with extensive analysis to ensure it is feasible for the new technology to make its way into your product.