Anna Pastushko – Medium

Anna Pastushko

Published in

AI Advances

MLOps setup on AWS with SageMaker

Step-by-step guide for production ready MLOps setup with SageMaker

Mar 31

Training and deployment MLOps pipelines with SageMaker.

Mar 31

Published in

CodeX

Serverless MLOps pipeline for multi-account deployment with Step Functions and Terraform

Develop ML models locally, track performance with MLflow and approve deployments to AWS using Slack

Dec 13, 2023

Serverless MLOps pipeline for multi-account deployment with Step Functions and Terraform

Dec 13, 2023

Published in

CodeX

Data Pipeline Using AWS Glue with AWS CDK (Python)

Serverless Glue data pipeline with Slack notifications

Jan 16, 2023

Data Pipeline Using AWS Glue with AWS CDK (Python)

Jan 16, 2023

Published in

CodeX

Monitor Lambda ML inference with CloudWatch Dashboard using AWS CDK (Python)

Monitor Machine Learning inference performance metrics using CloudWatch dashboard and alerts

Sep 28, 2022

Architecture diagram that represents the following flow: client from mobile application calls API Gateway which invokes Lambda function (Serverless inference). Lambda takes Docker image from ECR and builds container with machine learning model artefact. Also, Lambda sends custom metrics and logs to CloudWatch, where we have Dashboard to display them. Alerts posts notification to SNS topic and notifications about threshold breach goes to Slack channel via ChatBot integration.

Sep 28, 2022

Published in

CodeX

Migrate local Data Science workspaces to SageMaker Studio

Python CDK template for network for Sagemaker VPC only mode included

Aug 8, 2022

Target architecture of Data science platform with SageMaker. Includes the following components: IAM Identity Center (SSO), SageMaker Studio, Gateway endpoint, Interface Endpoint, CodeCommit and S3 bucket.

Aug 8, 2022

Published in

CodeX

Create Serverless Data Pipeline using AWS CDK (Python)

Serverless pipeline with CI/CD and Athena queries

Jul 9, 2022

An architecture diagram for data pipeline, Athena query and CI/CD process describing all AWS services used, namely S3, Lambda, SQS, Glue, CodePipeline, CloudFormation and Athena. Implemented as Python CDK project (IaC).

Jul 9, 2022

Published in

TDS Archive

Women in Data Science (WiDS) Datathon on Kaggle

My experience of participation in WiDS and the promising attempt to predict diabetes.

Feb 26, 2021

Women in Data Science (WiDS) Datathon on Kaggle

Feb 26, 2021

Published in

TDS Archive

Forecasting of periodic events with ML

Forecasting of events that occur periodically based on dates of previous events.

Feb 13, 2021

Forecasting of periodic events with ML

Feb 13, 2021

Published in

CodeX

How to setup Jupyter notebook on Mac

Easy way to setup Jupyter notebook on your Mac in 3 minutes using Docker

Jan 28, 2021

How to setup Jupyter notebook on Mac

Jan 28, 2021

Anna Pastushko

Anna Pastushko

Solutions Architect | AWS Community Builder | x4 AWS https://www.linkedin.com/in/annpastushko/

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