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 ## :confetti_ball: Now with Full ML/DL DevOps - See [TRAINS AGENT](https://github.com/allegroai/trains-agent) and [Services](https://github.com/allegroai/trains-server#trains-agent-services--)
 ## :station: [Documentation is here!](https://allegro.ai/docs) `wubba lubba dub dub` and a [Slack Channel](https://join.slack.com/t/allegroai-trains/shared_invite/enQtOTQyMTI1MzQxMzE4LTY5NTUxOTY1NmQ1MzQ5MjRhMGRhZmM4ODE5NTNjMTg2NTBlZGQzZGVkMWU3ZDg1MGE1MjQxNDEzMWU2NmVjZmY) :train2: 
-## Features: [AWS autoscaler](https://github.com/allegroai/trains-agent/blob/master/examples/dynamic_cloud_cluster.ipynb) :robot: [Hyper-Parameter Optimization](https://github.com/allegroai/trains/tree/master/examples/services/hyper-parameter-optimization) and :electric_plug: [Pipelines](https://github.com/allegroai/trains/blob/master/examples/automation/task_piping_example.py)
+## Features: [AWS autoscaler](https://github.com/allegroai/trains-agent/blob/master/examples/dynamic_cloud_cluster.ipynb) :robot: [Hyper-Parameter Optimization](https://github.com/allegroai/trains/blob/master/examples/optimization/hyper-parameter-optimization) and :electric_plug: [Pipelines](https://github.com/allegroai/trains/blob/master/examples/automation/task_piping_example.py)
 
 "Because it’s a jungle out there"