The project predates Facebook’s name-change to Meta. If you want to get it on the latest trends, then I would look at workflow orchestration frameworks such as Metaflow (started off at Netflix, is now spinning off into its own enterprise business, ), Kubeflow (used at Google, ), Airflow (used at Airbnb. MLOps is a HUGE area to explore, and not surprisingly, there are many startups showing up in this space. DevOps Fundamentals for Deep Learning Engineers.This leaves the 30% meatier and more difficult problems for the Data Scientists to tackle. AWS Summit 2022 Australia and New Zealand - Day 2, AI/ML EditionĪs a result of their new DS framework (based on a Metaflow - a DS framework built at Netflix and AWS SageMaker Pipelines), they were able to free up their DS resources so that Software Developers were now trained and equipped to tackle their normal DS projects, at a ratio of 70% DS/ML work was now completed by developers.You know the guys at Airbnb were onto something great when they decided to create Airflow, and then open source it to get a great community behind it. To programmatically create workflows in Python that help you run, schedule, monitor and manage data engineering pipelines could not be any more up my alley right now. Also for (1), you can standardize logging across all your applications be importing your own logging module, even if that just uses Python's standard logging.Īutomating data pipelines with Apache Airflow was the session of the day for me. You can very easily see the status of tasks and where they might end up failing. There are also some very important data and Machine Learning libraries like numpy, scikit-learn, and Tensorflow.įor (1), I would look into Airflow. There are great tools like Airflow for building ETL pipelines. Python is used quite a lot in the "data science" space. Give me some tips please on how to apply Python On my company we use a K8S cluster for the task executions. It supports docker as a provider natively. It is pretty neat and you can python your way on it. ![]() Centralised web GUI for task scheduling?.Take a look at Airflow…it’s designed to automate ETL processes.
0 Comments
Leave a Reply. |
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |