mlops

6 October 2023 1 min Data science

Datalore is an online data science environment. Typical CTRL+C and CTRL+V commands do not work in the Datalore terminal, so here is the solution.

6 September 2023 3 min Data science

Vertex AI is a bare-bones analytics environment in Google Cloud. As simple tasks as changing the Python version requires multiple steps.

15 April 2023 5 min Data science

Comprehensive list of data science platforms. Sometimes known also as machine learning platforms, ai platforms or DSML platforms.

13 April 2023 2 min Data science

For technically advanced teams looking for flexible Kubernetes deployments.

11 April 2023 2 min Data science

Log experiments and ML models versions from any environment.

11 January 2023 8 min Data science

Google Cloud Platform has excellent toolset to operationalize and productionize machine learning models.

6 January 2023 3 min Data science

Tensorflow Extended (known as TFX) is a framework to define ML pipelines. The extensions are obviously compatible with the core Tensorflow.

1 January 2023 2 min Data science

Dataflow product in Google Cloud is mandatory for advanced data processing pipelines for machine learning solutions.

2 December 2022 11 min Data science

Some Google materials refer to it as Fully managed Tensorflow.

27 November 2022 7 min Data science

This is a summary of Google Cloud Platform (GCP) products relevant for Machine Learning Engineer role.

28 May 2022 7 min Data science

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

27 November 2021 10 min Data science

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

21 November 2021 5 min Data science

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