{"id":17017591,"url":"https://github.com/corusm/mlops-project","last_synced_at":"2026-05-01T17:33:34.195Z","repository":{"id":215794262,"uuid":"739732988","full_name":"corusm/mlops-project","owner":"corusm","description":null,"archived":false,"fork":false,"pushed_at":"2024-01-19T20:46:36.000Z","size":6754,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-27T15:47:31.972Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/corusm.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2024-01-06T11:30:01.000Z","updated_at":"2024-01-14T20:12:50.000Z","dependencies_parsed_at":"2024-01-16T00:50:44.440Z","dependency_job_id":"3170fa17-62dc-4547-885c-2dee45f9ecaa","html_url":"https://github.com/corusm/mlops-project","commit_stats":null,"previous_names":["corusm/mlops-project"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/corusm%2Fmlops-project","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/corusm%2Fmlops-project/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/corusm%2Fmlops-project/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/corusm%2Fmlops-project/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/corusm","download_url":"https://codeload.github.com/corusm/mlops-project/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244977333,"owners_count":20541640,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-10-14T06:37:01.982Z","updated_at":"2026-05-01T17:33:34.128Z","avatar_url":"https://github.com/corusm.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MLOps Project Group 62\n\n## Project Goal\nThe main goal of this project is to forecast wind power production at the Klim Windfarm. \n\n## Used frameworks\nThe project will initially employ the pytorch-forecasting library for model construction. Due to limited experience with this framework, there is consideration for a potential transition to PyTorch Lightning, known for its simpler model implementation approach compared to standard PyTorch.\n\n## Data\nWe will use the following dataset -\u003e http://www.imm.dtu.dk/courses/02427/comp_ex_4_scripts_2011.zip. However, we intend to migrate to an alternative dataset that provides a continuous stream of new and diverse data.\n\n## Models\nWe expect to use some kind of auto-regressive model like RNN, LSTM or Transformer. Variations might be interesting too for better forecasting results, like the Temporal Fusion Transformer.\n\n## Project structure\n\nThe directory structure of the project looks like this:\n\n```txt\n\n├── Makefile             \u003c- Makefile with convenience commands like `make data` or `make train`\n├── README.md            \u003c- The top-level README for developers using this project.\n├── data\n│   ├── processed        \u003c- The final, canonical data sets for modeling.\n│   └── raw              \u003c- The original, immutable data dump.\n│\n├── docs                 \u003c- Documentation folder\n│   │\n│   ├── index.md         \u003c- Homepage for your documentation\n│   │\n│   ├── mkdocs.yml       \u003c- Configuration file for mkdocs\n│   │\n│   └── source/          \u003c- Source directory for documentation files\n│\n├── models               \u003c- Trained and serialized models, model predictions, or model summaries\n│\n├── notebooks            \u003c- Jupyter notebooks.\n│\n├── pyproject.toml       \u003c- Project configuration file\n│\n├── reports              \u003c- Generated analysis as HTML, PDF, LaTeX, etc.\n│   └── figures          \u003c- Generated graphics and figures to be used in reporting\n│\n├── requirements.txt     \u003c- The requirements file for reproducing the analysis environment\n|\n├── requirements_dev.txt \u003c- The requirements file for reproducing the analysis environment\n│\n├── tests                \u003c- Test files\n│\n├── mlops_project  \u003c- Source code for use in this project.\n│   │\n│   ├── __init__.py      \u003c- Makes folder a Python module\n│   │\n│   ├── data             \u003c- Scripts to download or generate data\n│   │   ├── __init__.py\n│   │   └── make_dataset.py\n│   │\n│   ├── models           \u003c- model implementations, training script and prediction script\n│   │   ├── __init__.py\n│   │   ├── model.py\n│   │\n│   ├── visualization    \u003c- Scripts to create exploratory and results oriented visualizations\n│   │   ├── __init__.py\n│   │   └── visualize.py\n│   ├── train_model.py   \u003c- script for training the model\n│   └── predict_model.py \u003c- script for predicting from a model\n│\n└── LICENSE              \u003c- Open-source license if one is chosen\n```\n\n![Diagram](/mlops_diagram.jpeg)\n\n\nCreated using [mlops_template](https://github.com/SkafteNicki/mlops_template),\na [cookiecutter template](https://github.com/cookiecutter/cookiecutter) for getting\nstarted with Machine Learning Operations (MLOps).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcorusm%2Fmlops-project","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcorusm%2Fmlops-project","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcorusm%2Fmlops-project/lists"}