https://muthukamalan.github.io/ • This is a web feed, also known as an Atom feed. Subscribe by copying the URL from the address bar into your newsreader. Visit About Feeds to learn more and get started. It's free. Visit website Recent posts Updated on $DATE one-dark-pro date Python Friendly Neighbour Programmer Zola2024-01-09T05:20:35+00:00https://muthukamalan.github.io/tags/python/atom.xml 2024-01-09T05:20:35+00:00 2024-01-09T05:20:35+00:00 Muthukamalan https://muthukamalan.github.io/projects/tamil-tokenizer/ <p><h align='center'><a href='https://github.com/Muthukamalan/TamilTokenizers'> Project Url</a></a></p> 2023-07-01T05:20:35+00:00 2023-07-01T05:20:35+00:00 Muthukamalan https://muthukamalan.github.io/projects/media2ascii/ <p>Project:: https://github.com/Muthukamalan/media2ascii</p>

Convert Media into Ascii (Image/Video)

2022-01-09T05:20:35+00:00 2022-01-09T05:20:35+00:00 Muthukamalan https://muthukamalan.github.io/projects/mlops-churn-prediction/ <details> <summary>Table Of Content</summary> <!-- toc --> </details> <p>Building an End-to-End Telecom Churn Prediction Pipeline: DVC, Hydra, Optuna, and MLflow in Docker</p> <noscript> <strong>⚠️ JavaScript is required to render the diagram.</strong> </noscript> <pre class="mermaid invertible-image"> flowchart TD subgraph group_data["Data lifecycle"] node_raw["Raw Excel files<br/>source data<br/>[.gitkeep]"] node_prep["Ingestion preparation<br/>Python script"] node_postgres_init["Postgres initialization<br/>database bootstrap<br/>[init-db.sh]"] node_postgres[("Customer churn table<br/>PostgreSQL")] node_dvc["Versioned CSV export<br/>DVC artifact"] end subgraph group_ml["ML workflows"] node_train_config["Hydra train composition<br/>configuration<br/>[train.yaml]"] node_model_configs["Model variants<br/>Hydra model configs<br/>[default.yaml]"] node_training["Model training<br/>Python entry point<br/>[train.py]"] node_hparams_config["Tuning settings<br/>Hydra configuration<br/>[hparams.yaml]"] node_search_spaces["Model search spaces<br/>Optuna configs"] node_tuning["Hyperparameter tuning<br/>Python entry point<br/>[hparams.py]"] end subgraph group_runtime["Local runtime"] node_mlflow[("MLflow tracking<br/>experiment tracking")] node_minio[("MinIO artifact storage<br/>S3-compatible storage")] node_compose["Docker Compose<br/>local orchestrator<br/>[compose.local.yaml]"] node_prometheus["Prometheus<br/>metrics collection<br/>[prometheus.yaml]"] node_grafana["Grafana<br/>metrics visualization"] node_app_environment["Python application environment<br/>runtime definition<br/>[pyproject.toml]"] end node_raw -->|"prepare"| node_prep node_prep -->|"produces ingestion-ready data"| node_postgres_init node_postgres_init -->|"loads"| node_postgres node_postgres -->|"DVC import/export"| node_dvc node_train_config -->|"selects"| node_model_configs node_train_config -->|"composes runtime config"| node_training node_model_configs -->|"configures classifier"| node_training node_dvc -->|"dataset input"| node_training node_training -->|"logs runs and models"| node_mlflow node_hparams_config -->|"controls trials"| node_tuning node_search_spaces -->|"defines candidates"| node_tuning node_model_configs -->|"tunes model family"| node_tuning node_dvc -->|"dataset input"| node_tuning node_tuning -->|"logs tuning runs"| node_mlflow node_mlflow -->|"stores artifacts"| node_minio node_compose -->|"starts service"| node_postgres node_compose -->|"starts service"| node_mlflow node_compose -->|"starts service"| node_minio node_compose -->|"starts service"| node_prometheus node_compose -->|"starts service"| node_grafana node_prometheus -->|"metrics source"| node_grafana node_app_environment -.->|"provides dependencies"| node_training node_app_environment -.->|"provides dependencies"| node_tuning click node_raw "https://github.com/muthukamalan/customer-churn-prediction/blob/main/data/raw/.gitkeep" click node_prep "https://github.com/muthukamalan/customer-churn-prediction/blob/main/scripts/prep_db_ingestion.py" click node_postgres_init "https://github.com/muthukamalan/customer-churn-prediction/blob/main/postgres/init-db.sh" click node_dvc "https://github.com/muthukamalan/customer-churn-prediction/blob/main/customer_churn.csv.dvc" click node_train_config "https://github.com/muthukamalan/customer-churn-prediction/blob/main/configs/train.yaml" click node_model_configs "https://github.com/muthukamalan/customer-churn-prediction/blob/main/configs/model/default.yaml" click node_training "https://github.com/muthukamalan/customer-churn-prediction/blob/main/src/train/train.py" click node_hparams_config "https://github.com/muthukamalan/customer-churn-prediction/blob/main/configs/hparams.yaml" click node_search_spaces "https://github.com/muthukamalan/customer-churn-prediction/blob/main/configs/hparams/random_forest_hparam.yaml" click node_tuning "https://github.com/muthukamalan/customer-churn-prediction/blob/main/src/hparams/hparams.py" click node_compose "https://github.com/muthukamalan/customer-churn-prediction/blob/main/compose.local.yaml" click node_prometheus "https://github.com/muthukamalan/customer-churn-prediction/blob/main/prometheus/prometheus.yaml" click node_app_environment "https://github.com/muthukamalan/customer-churn-prediction/blob/main/pyproject.toml" classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554 classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337 classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81 classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a class node_raw,node_prep,node_postgres_init,node_postgres,node_dvc toneBlue class node_train_config,node_model_configs,node_training,node_hparams_config,node_search_spaces,node_tuning toneAmber class node_mlflow,node_minio,node_compose,node_prometheus,node_grafana,node_app_environment toneMint </pre>

https://github.com/Muthukamalan/Customer-Churn-Prediction

2021-01-09T05:20:35+00:00 2021-01-09T05:20:35+00:00 Muthukamalan https://muthukamalan.github.io/projects/petclinic-microservice/

https://github.com/Muthukamalan/Customer-Churn-Prediction