{"id":20761279,"url":"https://github.com/abdullahashfaqvirk/Amazon-Laptop-Price-Prediction","last_synced_at":"2025-05-11T07:31:26.320Z","repository":{"id":219470829,"uuid":"749129497","full_name":"abdullahashfaqvirk/Amazon-Laptop-Price-Prediction","owner":"abdullahashfaqvirk","description":"Developed an Amazon laptop price prediction tool using machine learning algorithms, integrated with a Streamlit app for an interactive user experience.","archived":false,"fork":false,"pushed_at":"2024-09-17T08:06:50.000Z","size":4476,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-30T13:21:38.798Z","etag":null,"topics":["amazon","data-science","machine-learning","ml-algorithms","ml-models","prediction-model","python","streamlit","tool"],"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/abdullahashfaqvirk.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":"2024-01-27T17:04:46.000Z","updated_at":"2024-09-17T08:06:44.000Z","dependencies_parsed_at":"2024-01-27T18:31:23.045Z","dependency_job_id":"87b84bfa-7bfa-4a9f-a17b-81251b7c64b7","html_url":"https://github.com/abdullahashfaqvirk/Amazon-Laptop-Price-Prediction","commit_stats":null,"previous_names":["abdullahashfaq-ds/laptop-price-predictor","abdullahashfaq-ds/amazon-laptop-price-prediction","abdullahashfaqvirk/amazon-laptop-price-prediction"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdullahashfaqvirk%2FAmazon-Laptop-Price-Prediction","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdullahashfaqvirk%2FAmazon-Laptop-Price-Prediction/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdullahashfaqvirk%2FAmazon-Laptop-Price-Prediction/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/abdullahashfaqvirk%2FAmazon-Laptop-Price-Prediction/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/abdullahashfaqvirk","download_url":"https://codeload.github.com/abdullahashfaqvirk/Amazon-Laptop-Price-Prediction/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253533420,"owners_count":21923434,"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":["amazon","data-science","machine-learning","ml-algorithms","ml-models","prediction-model","python","streamlit","tool"],"created_at":"2024-11-17T10:18:41.529Z","updated_at":"2025-05-11T07:31:25.466Z","avatar_url":"https://github.com/abdullahashfaqvirk.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Amazon Laptop Price Prediction Tool\n\nThe Amazon Laptop Price Prediction Tool is a machine learning based application designed to predict laptop prices listed on Amazon. The tool integrates machine learning algorithms with a Streamlit interface, providing an interactive experience where users can input laptop features and get a predicted price.\n\n## Features\n\n- Regression based ML Models for predicting laptop prices with high accuracy.\n- Data Preprocessing pipeline to handle missing values, categorical encoding, feature scaling, and transformation.\n- Pretrained Models for price prediction without retraining.\n- Streamlit based interface to easily input laptop specifications such as brand, RAM, CPU, and more.\n\n## Installation and Setup\n\nFollow these steps to set up and run the application:\n\n1. **Clone the Repository**\n\n    ```bash\n    git clone git@github.com:abdullahashfaq-ds/Amazon-Laptop-Price-Prediction.git\n    cd Amazon-Laptop-Price-Prediction\n    ```\n\n2. **Create and Activate a Virtual Environment**\n\n    For Linux/Mac:\n\n    ```bash\n    python -m venv venv\n    source venv/bin/activate\n    ```\n\n    For Windows:\n\n    ```bash\n    python -m venv venv\n    venv\\Scripts\\activate\n    ```\n\n3. **Install Dependencies**\n\n    ```bash\n    pip install -r requirements.txt\n    ```\n\n4. **Run the Streamlit Application**\n\n    ```bash\n    streamlit run app.py\n    ```\n\n## License\n\nThis project is licensed under the [MIT License](LICENSE). See the LICENSE file for more details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdullahashfaqvirk%2FAmazon-Laptop-Price-Prediction","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fabdullahashfaqvirk%2FAmazon-Laptop-Price-Prediction","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fabdullahashfaqvirk%2FAmazon-Laptop-Price-Prediction/lists"}