Workflow & MLOps for batch scoring applications with DVC, MLflow and Airflow, Mikhail Rozhkov
Workflow & MLOps for batch scoring applications with DVC, MLflow and Airflow How to organize team workflow, automate pipelines and integrate tools? Let's discuss some approaches to Machine Learning experiments management and metrics tracking with DVC and MLflow. At the next step, we will apply Airflow for production run models for batch scoring. Slides: https://yadi.sk/i/jETfJiW2uWGivA Mikhail Rozhkov, Co-Creator @ ML REPA, Solution Engineer @ Iterative.ai All talks & tutorials from Machine Learning REPA Week 2021: All talks at Track 1 - Machine Learning Product and Team Management: • Machine Learning REPA Week 2021 - Track 1 All talks at Track 2 - ML pipelines automation. Code and Data version control. Reproducibility. MLOps: • Machine Learning REPA Week 2021 - Track 2 Links: Learn more about ML REPA: https://mlrepa.com/ Learn more about LeanDS: https://leands.ru/ Learn more about DataTalks.Club: https://datatalks.club/ Machine Learning REPA Week 2021 Online Conference: https://mlrepa.com/mlrepa-week-2021 Join us: DataTalks.Club #mlrepa - https://datatalks-club.slack.com/arch... Slack ODS.ai #mlrepa -https://opendatascience.slack.com/arc... #mlrepa #machinelearning #datascience #reproducibility #mlops #artificialintelligence #ai #python #deeplearning #technology #programming #coding #bigdata #computerscience #data #dataanalytics #tech #datascientist #pythonprogramming #ml #developer #software #robotics #innovation #coder #datavisualization #analytics #neuralnetworks #leands #automation #dvc #mlflow #airflow
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