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Kubernetes have been everywhere lately. Especially in the context of MLOps. I gave it a try by creating web app with Python Flask.

Running Flask frontend and backend in Kubernetes

  Data science     2022-05-28

Kubernetes has been everywhere lately. Especially in the context of MLOps to manage the plethora of different tasks such as training, serving and registering the models.

Comparing the major machine learning platforms AWS SageMaker, Azure Machine Learning, Google Vertex AI and Databricks.

Comparison of machine learning platforms in major clouds

  Data science     2021-11-27

This blog post compares machine learning platforms from major cloud providers Azure, AWS and Google Cloud. Also Databricks platform has been included.

What is a machine learning platform? Introducing different components such as workbench, MLOps tools and cloud computation.

What is a machine learning platform?

  Data science     2021-11-21

Machine learning is going towards the direction where data scientist does the creative work and ML platform takes care of unpleasant process management.