Mulimbika Makina
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CI/CD Pipeline For Machine Learning
Collaborate to build production-grade machine learning products
GitHub
DagsHub
MLFLOW
DVC
MLOPS
Author
Mulimbika Makina
Published
August 3, 2025
On this page
1
Overview
2
1. Problem Definition
3
2. Architecture Design
4
3. Data Preprocessing Pipeline
5
4. Model Training Pipeline with MLFLOW and Dagshub
6
5. Model Evaluation Pipeline with MLFLOW and Dagshub
7
6. Complete Pipeline with DVC Stages and Reproducibility
8
References
1
Overview
2
1. Problem Definition
3
2. Architecture Design
4
3. Data Preprocessing Pipeline
5
4. Model Training Pipeline with MLFLOW and Dagshub
6
5. Model Evaluation Pipeline with MLFLOW and Dagshub
7
6. Complete Pipeline with DVC Stages and Reproducibility
8
References
GitHub
DagsHub
MLflow
DVC