Models Are Rarely Deployed – an Industrywide Failure in Machine Learning Leadership

Our latest industry poll reconfirms today's dire industry buzz: Very few machine learning models actually get deployed. In this episode, I summarize the poll results and argue that this pervasive failure of machine learning projects comes from a lack of prudent leadership. I also argue that MLops is not the fundamental missing ingredient – instead, an effective machine learning leadership practice must be the dog that wags the model-integration tail.

Links:

https://www.kdnuggets.com/2022/01/models-rarely-deployed-industrywide-failure-machine-learning-leadership.html

https://www.kdnuggets.com/2020/10/machine-learning-omission-business-leadership.html

http://www.machinelearning.courses

http://www.theAIparadox.com