Discover Nerdward/Mlops_project Open Source project

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Created about 2 years ago
Updated about 2 years ago

Nerdward

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An end to end ML project. Using MLflow for experiment tracking and model registry. Prefect for workflow orchestration. S3 for artifacts storage. AWS Lambda/ ECR for serverless model serving. AWS REST API gateway as endpoint to lambda function. GitHub Actions for CI/CD.

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Hands-on labs on deploying machine learning models with tf-serving and kserve

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Deploy a machine learning model with Streamlit, Fastapi, Docker and AWS

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A data engineering project with Kafka, Spark Streaming, dbt, Docker, Airflow, Terraform, AWS and much more!

Python