{"id":16242457,"url":"https://github.com/rodneyosodo/variational-quantum-classifier-on-heartattack","last_synced_at":"2025-03-19T17:31:36.931Z","repository":{"id":54903993,"uuid":"311974478","full_name":"rodneyosodo/variational-quantum-classifier-on-heartattack","owner":"rodneyosodo","description":"Implement variational quantum classifier on heart attack data available on kaggle with the aim to understand different variational models and different feature maps","archived":false,"fork":false,"pushed_at":"2021-05-28T18:28:27.000Z","size":18687,"stargazers_count":20,"open_issues_count":0,"forks_count":7,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-14T16:50:50.351Z","etag":null,"topics":["machine-learning","qiskit","quantum-computing","quantum-machine-learning"],"latest_commit_sha":null,"homepage":"https://rodneyosodo.medium.com/qa1-my-quantum-open-source-foundation-project-402d4f1df1a5","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/rodneyosodo.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}},"created_at":"2020-11-11T13:11:08.000Z","updated_at":"2024-11-07T06:35:35.000Z","dependencies_parsed_at":"2022-08-14T06:11:04.541Z","dependency_job_id":null,"html_url":"https://github.com/rodneyosodo/variational-quantum-classifier-on-heartattack","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rodneyosodo%2Fvariational-quantum-classifier-on-heartattack","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rodneyosodo%2Fvariational-quantum-classifier-on-heartattack/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rodneyosodo%2Fvariational-quantum-classifier-on-heartattack/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/rodneyosodo%2Fvariational-quantum-classifier-on-heartattack/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/rodneyosodo","download_url":"https://codeload.github.com/rodneyosodo/variational-quantum-classifier-on-heartattack/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244006290,"owners_count":20382443,"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":["machine-learning","qiskit","quantum-computing","quantum-machine-learning"],"created_at":"2024-10-10T14:11:07.368Z","updated_at":"2025-03-19T17:31:35.042Z","avatar_url":"https://github.com/rodneyosodo.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# variational-quantum-classifier-on-heartattack\n\nImplement variational quantum classifier on heart attack data available on kaggle with the aim to understand different variational models and different feature maps\n\n\n## Running the notebooks\n\n1. Create a virtual environment:\n\n```bash\npython3 -m venv venv\n```\n\n2. Activate the environment:\n\n```bash\nsource venv/bin/activate\n```\n\n3. Update `pip`:\n\n```bash\npip install --upgrade pip\n```\n\n4. Install requirements\n\n```bash\npip install -r requirements.txt\n```\n\n5. Clone the repo\n\n```bash\ngit clone https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack\n```\n\n6. Launch Jupyter Notebook:\n\n```\njupyter notebook\n```\n\n7. Open and run the jupyter notebooks under `Src/Notebooks`\n\n## Project Structure\n\n1. [01dataExploration.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/01dataExploration.ipynb) Data exploration\n\n2. [02-pennylane.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/02-pennylane.ipynb) Pennylane version of VQE\n\n3. [02-qiskit.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/02-qiskit.ipynb) Qiskit version of VQE implementation\n\n4. [03-analyseBenchmarks.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/03-analyseBenchmarks.ipynb) Analysing benchmarks\n\n5. [04generateImages.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/04generateImages.ipynb) Notebook to generate images\n\n6. [05cleanwinedata.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/05cleanwinedata.ipynb) Cleaning wine data\n\n7. [06validatewine.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/06validatewine.ipynb) Validating wine data\n\n8. [07cleanirisdata.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/07cleanirisdata.ipynb) Cleaning iris data\n\n9. [08validateiris.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/08validateiris.ipynb) Validating iris data\n\n10. [09analysewine.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/09analysewine.ipynb) Analyse wine data\n\n11. [09generalisation.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/09generalisation.ipynb) Generalisation of all models\n\n12. [10analyseiris.ipynb](https://github.com/0x6f736f646f/variational-quantum-classifier-on-heartattack/blob/main/Src/Notebooks/10analyseiris.ipynb) Analyse iris data\n\n\n## Acknowledgements\n\nI would like to thank my mentor **Amira Abbas** for her constant support and guidance without who this project wouldn't have taken shape. I would also like to thank the **QOSF** team for giving me this fantastic opportunity of being a part of an awesome mentorship program.  \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frodneyosodo%2Fvariational-quantum-classifier-on-heartattack","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frodneyosodo%2Fvariational-quantum-classifier-on-heartattack","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frodneyosodo%2Fvariational-quantum-classifier-on-heartattack/lists"}