Discover Nerdward/Mlops_project Open Source project

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Created over 2 years ago
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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.

batch_gh_archive

Data Engineering Project with Terraform, Spark, AWS, Docker, Airflow and other tools

Python

mlops_with_kubeflow

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

Jupyter Notebook

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

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coinapi_streaming

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

Python