{"id":29927558,"url":"https://github.com/crypdick/support-vector-machine-boston-housing-data","last_synced_at":"2026-01-20T16:22:29.515Z","repository":{"id":86398737,"uuid":"91714542","full_name":"crypdick/support-vector-machine-Boston-Housing-data","owner":"crypdick","description":null,"archived":false,"fork":false,"pushed_at":"2017-05-18T16:23:24.000Z","size":2890,"stargazers_count":0,"open_issues_count":0,"forks_count":5,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-08-02T13:25:57.055Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/crypdick.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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,"zenodo":null}},"created_at":"2017-05-18T16:20:33.000Z","updated_at":"2017-05-18T16:23:29.000Z","dependencies_parsed_at":"2023-03-08T01:45:41.240Z","dependency_job_id":null,"html_url":"https://github.com/crypdick/support-vector-machine-Boston-Housing-data","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/crypdick/support-vector-machine-Boston-Housing-data","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/crypdick%2Fsupport-vector-machine-Boston-Housing-data","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/crypdick%2Fsupport-vector-machine-Boston-Housing-data/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/crypdick%2Fsupport-vector-machine-Boston-Housing-data/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/crypdick%2Fsupport-vector-machine-Boston-Housing-data/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/crypdick","download_url":"https://codeload.github.com/crypdick/support-vector-machine-Boston-Housing-data/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/crypdick%2Fsupport-vector-machine-Boston-Housing-data/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28606903,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-20T16:10:39.856Z","status":"ssl_error","status_checked_at":"2026-01-20T16:10:39.493Z","response_time":117,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":"2025-08-02T13:11:13.028Z","updated_at":"2026-01-20T16:22:29.510Z","avatar_url":"https://github.com/crypdick.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine Learning Engineer Nanodegree\n# Model Evaluation and Validation\n## Project: Predicting Boston Housing Prices\n\n### Install\n\nThis project requires **Python 2.7** and the following Python libraries installed:\n\n- [NumPy](http://www.numpy.org/)\n- [Pandas](http://pandas.pydata.org/)\n- [matplotlib](http://matplotlib.org/)\n- [scikit-learn](http://scikit-learn.org/stable/)\n\nYou will also need to have software installed to run and execute a [Jupyter Notebook](http://ipython.org/notebook.html)\n\nIf you do not have Python installed yet, it is highly recommended that you install the [Anaconda](http://continuum.io/downloads) distribution of Python, which already has the above packages and more included. Make sure that you select the Python 2.7 installer and not the Python 3.x installer.\n\n### Code\n\nTemplate code is provided in the `boston_housing.ipynb` notebook file. You will also be required to use the included `visuals.py` Python file and the `housing.csv` dataset file to complete your work. While some code has already been implemented to get you started, you will need to implement additional functionality when requested to successfully complete the project. Note that the code included in `visuals.py` is meant to be used out-of-the-box and not intended for students to manipulate. If you are interested in how the visualizations are created in the notebook, please feel free to explore this Python file.\n\n### Run\n\nIn a terminal or command window, navigate to the top-level project directory `boston_housing/` (that contains this README) and run one of the following commands:\n\n```bash\nipython notebook boston_housing.ipynb\n```  \nor\n```bash\njupyter notebook boston_housing.ipynb\n```\n\nThis will open the Jupyter Notebook software and project file in your browser.\n\n### Data\n\nThe modified Boston housing dataset consists of 490 data points, with each datapoint having 3 features. This dataset is a modified version of the Boston Housing dataset found on the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/datasets/Housing).\n\n**Features**\n1.  `RM`: average number of rooms per dwelling\n2. `LSTAT`: percentage of population considered lower status\n3. `PTRATIO`: pupil-student ratio by town\n\n**Target Variable**\n4. `MEDV`: median value of owner-occupied homes","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcrypdick%2Fsupport-vector-machine-boston-housing-data","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcrypdick%2Fsupport-vector-machine-boston-housing-data","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcrypdick%2Fsupport-vector-machine-boston-housing-data/lists"}