# Machine Learning Tool Landscape - https://huyenchip.com/2020/06/22/mlops.html ## Stages - [ML Production Flow](ML Production Flow.md) - ![MLOps over time](https://huyenchip.com/assets/pics/mlops/mlops_1.png) - Pre [Alex Net](Alex%20Net.md) (pre-2012) - Mostly modeling and training, small frameworks - (2012-2015) - Let's throw data at it - Data Pipeline - ![Number of tools started each year](https://huyenchip.com/assets/pics/mlops/mlops_2.png) - (2016-now) - Production - Most companies cant' afford pure research - Serving tools ## Problems - [Problems facing MLOps](Problems facing MLOps.md) - ![MLOps over time](https://huyenchip.com/assets/pics/mlops/mlops_3.png)