{"id":22541989,"url":"https://github.com/devmunoz/avocado-price-predictor","last_synced_at":"2026-04-12T21:53:15.724Z","repository":{"id":264842391,"uuid":"893878804","full_name":"devmunoz/avocado-price-predictor","owner":"devmunoz","description":"Machine Learning Project","archived":false,"fork":false,"pushed_at":"2024-11-26T11:19:48.000Z","size":5999,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-02-02T08:28:35.213Z","etag":null,"topics":["hyperparameter-tuning","hyperparameters","keras","keras-tensorflow","machine-learning","pandas","python","temporal-series"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/devmunoz.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,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-11-25T11:17:54.000Z","updated_at":"2024-11-26T11:24:44.000Z","dependencies_parsed_at":"2024-11-26T12:36:33.770Z","dependency_job_id":null,"html_url":"https://github.com/devmunoz/avocado-price-predictor","commit_stats":null,"previous_names":["devmunoz/avocado-price-predictor"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/devmunoz%2Favocado-price-predictor","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/devmunoz%2Favocado-price-predictor/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/devmunoz%2Favocado-price-predictor/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/devmunoz%2Favocado-price-predictor/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/devmunoz","download_url":"https://codeload.github.com/devmunoz/avocado-price-predictor/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245991561,"owners_count":20706125,"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":["hyperparameter-tuning","hyperparameters","keras","keras-tensorflow","machine-learning","pandas","python","temporal-series"],"created_at":"2024-12-07T13:08:03.290Z","updated_at":"2026-04-12T21:53:10.689Z","avatar_url":"https://github.com/devmunoz.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Avocado Price Predictor 🥑🤑\n\n###### Last update: 12/2024\n\n#### Machine Learning Project\n\n## Description\n\nThis repository contains a hyperparameter processor to brute-force ML model training and select the best model based on the metrics.\n\nThe source data was extracted from the [Hass Avocado Board](https://hassavocadoboard.com/) website. The EDA and ETL processes have been omitted from this repository.\n\nThis repository is part of the original project carried out by [Patricia G-R Palombi](https://www.linkedin.com/in/patricia-g-r-palombi-269b78183/), [José Dos Reis - josedosr](https://github.com/josedosr), [Pamela Colman - pamve](https://github.com/pamve), and myself. If you want more information, please check the original project publication on LinkedIn [here](https://www.linkedin.com/posts/dmunoz-m_proyecto-02-avocado-temporal-series-activity-7165847101237542912-lvkd?utm_source=share\u0026utm_medium=member_desktop).\n\n## Installation and Execution\n\n- **Prerequisites**:\n\n  - Install [Python](https://www.python.org/downloads/) and [Virtual Environment (venv)](https://docs.python.org/3/library/venv.html) on your machine.\n  - Clone this repository.\n  - [optional] Install [Jupyter Lab](https://jupyter.org/install).\n\n- **Run the scripts**:\n\n  - Install the virtual environment:\n\n    ```\n    python -m venv .venv\n    ```\n  - Activate the virtual environment:\n\n    ```\n    source .venv/bin/activate\n    ```\n  - Install the requirements:\n\n    ```\n    pip install -r requirements.txt\n    ```\n  - **Usage** 😄:\n\n    ```\n    usage: hyperparams_model_processer.py [-h] [-e] [-p]\n\n    Hyperparameter models executor\n\n    options:\n      -h, --help     show this help message and exit\n      -e, --execute  Build and execute models. WARNING! THIS CAN BE A VERY HEAVY PROCESS\n      -p, --plot     Plot models' performance results\n    ```\n  - **ALTERNATIVE:** Open the [.ipynb notebook](hyperparam_models_processer.ipynb) and just follow the content.\n\n## Contribution\n\nFeel free to improve or update the code.\n\n## License\n\nThis project is licensed under the MIT License. See the LICENSE file for more details.\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdevmunoz%2Favocado-price-predictor","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdevmunoz%2Favocado-price-predictor","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdevmunoz%2Favocado-price-predictor/lists"}