Building a CTR-optimized ranker takes ~6 months. Most of the time you will be gluing different ML libraries together, repeating the same mistakes everyone made before.

We got tired of it and made Metarank: an open-source LTR service doing 90% of the most typical ranking tasks with only 10% time.