How To Tackle 3 Common Machine Learning Challenges - KDnuggets

The demand for machine learning is only going to increase, thus the need for engineers and data scientists will follow suit. No one wants to talk about the potential roadblocks you'll encounter when developing ML models. As you begin developing your ML models, here are the common challenges you might encounter during your project. We've worked with several companies, including Uber, and the biggest challenge with their machine learning team is building a model that's good enough that will provide business value. We hear that nearly 80% of ML models built, don't make it production because it doesn't provide value.