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1. summarize-text-huggingface-transformer summarize-text-huggingface-transformer Public

   End-to-end ML pipeline for dialogue summarization using HuggingFace Pegasus model and AWS SageMaker. Features serverless data ingestion with Lambda, and GPU-accelerated model training, ROUGE metric…

   Python

2. oreilly-courses-data-pipeline oreilly-courses-data-pipeline Public

   Extract medium articles on "MLOps" topic and load them in a db table

   Python

3. mlops-project-patients-diabetes-prediction mlops-project-patients-diabetes-prediction Public

   MLOps project to perform hyper-parameter tuning, logging each experiments to Dagshub server using MLflow and DVC

   Jupyter Notebook

4. aws-cloud-observability aws-cloud-observability Public

   Python

5. gh-actions-self-hosted-ecr gh-actions-self-hosted-ecr Public

   A project which integrates GitHub Actions with self-hosted runners in any cloud to manage containerized workflows, emphasizing deployment to AWS Elastic Container Registry (ECR)

   Dockerfile

6. mlflow-hyperparameter-tuning-bayesian-search-optuna mlflow-hyperparameter-tuning-bayesian-search-optuna Public

   This project demonstrates an implementation of hyperparameter tuning using Bayesian optimization technique with Optuna library and MLflow for experiment tracking via jupyter notebooks

   Jupyter Notebook