{"id":18075640,"url":"https://github.com/raihan4520/ml","last_synced_at":"2026-01-11T02:02:31.835Z","repository":{"id":259800568,"uuid":"864699904","full_name":"Raihan4520/ML","owner":"Raihan4520","description":"A collection of machine learning projects showcasing various algorithms and techniques, including a final project for the Machine Learning course at AIUB.","archived":false,"fork":false,"pushed_at":"2024-09-30T12:41:08.000Z","size":853,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-11T17:57:26.277Z","etag":null,"topics":["data-preprocessing","jupyter-notebook","machine-learning","model-evaluation","numpy","pandas","python","scikit-learn"],"latest_commit_sha":null,"homepage":"https://www.aiub.edu/faculties/fst/ug-course-catalog","language":"Jupyter Notebook","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/Raihan4520.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}},"created_at":"2024-09-28T23:30:19.000Z","updated_at":"2024-12-17T07:57:47.000Z","dependencies_parsed_at":"2024-10-28T03:57:01.419Z","dependency_job_id":"2b764637-d083-491b-ac42-e864c55259d0","html_url":"https://github.com/Raihan4520/ML","commit_stats":null,"previous_names":["raihan4520/ml"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Raihan4520%2FML","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Raihan4520%2FML/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Raihan4520%2FML/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Raihan4520%2FML/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Raihan4520","download_url":"https://codeload.github.com/Raihan4520/ML/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238343247,"owners_count":19456202,"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":["data-preprocessing","jupyter-notebook","machine-learning","model-evaluation","numpy","pandas","python","scikit-learn"],"created_at":"2024-10-31T11:06:45.755Z","updated_at":"2025-10-26T14:30:39.041Z","avatar_url":"https://github.com/Raihan4520.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Machine Learning (ML) Projects - AIUB\n\nThis repository contains a collection of machine learning projects developed as part of the **Machine Learning** course at **American International University - Bangladesh (AIUB)**. It includes various Jupyter Notebooks demonstrating the implementation of machine learning algorithms and techniques, with a final project housed in the `/Final/Project` folder.\n\n### Course Information\nFor more details on the course, refer to the [AIUB Undergraduate Course Catalog](https://www.aiub.edu/faculties/fst/ug-course-catalog).  \n*Note: Search for \"Machine Learning\" for specific course information.*\n\n## Project Overview\n\nThe repository explores a range of machine learning concepts from basic models to more advanced techniques. The projects are implemented using popular libraries like **scikit-learn**, **pandas**, **NumPy**, and **Matplotlib** for model training, evaluation, and visualization.\n\n### Final Project:\nThe `/Final/Project` folder contains the capstone project for this course, which involves the implementation of a machine learning pipeline to solve a real-world problem using appropriate algorithms, data preprocessing, and model evaluation metrics.\n\n## Repository Structure\n\n- 📂`Final`:\n  - 📂`Codes`:\n    - `ANN_MNIST.ipynb`\n    - `CNN_MNIST.ipynb`\n  - 📂`Project`:\n    - `ML-Project-Report.pdf`\n    - `ML_Project.ipynb`\n    - `README.txt`\n    - `qt_dataset.csv`\n\n- 📂`Mid`:\n  - 📂`Codes`:\n    - `Naive_Bayes.ipynb`\n    - 📂`Linear Regression using Gradient Descent`:\n      - `Linear_Regression_using_Gradient_Descent.ipynb`\n      - `data.csv`\n\n- `README.md`\n\n## Key Topics Covered\n\n- Data Preprocessing\n- Model Evaluation\n- Feature Selection\n- Hyperparameter Tuning\n- Cross-validation\n\n## How to Use\n\n1. **Clone the repository**:\n   ```bash\n   git clone https://github.com/Raihan4520/ML.git\n2. **Install dependencies**: Ensure you have Python installed along with the required libraries. You can install the dependencies using the following command:\n   ```bash\n   pip install \u003clibrary_name\u003e\n3. **Run Jupyter Notebooks**: Open Jupyter Notebook and explore the individual notebooks or the final project.\n   ```bash\n   jupyter notebook\n4. **Final Project**: Navigate to the `/Final/Project` folder and open `ML_Project.ipynb` to explore the final project implementation.\n\n## Technologies Used\n\n- **Python** (Programming Language)\n- **Jupyter Notebook** (Interactive Environment)\n- **scikit-learn** (Machine Learning Library)\n- **pandas** (Data Manipulation)\n- **NumPy** (Numerical Computing)\n- **Matplotlib** (Data Visualization)\n\n## Contact\n\nIf you have any questions or suggestions, feel free to reach out through the repository's issues or contact me directly.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fraihan4520%2Fml","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fraihan4520%2Fml","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fraihan4520%2Fml/lists"}