{"id":24439000,"url":"https://github.com/shimul-zahan/ml-bootcamp","last_synced_at":"2026-03-09T10:02:41.870Z","repository":{"id":271908768,"uuid":"914952490","full_name":"Shimul-Zahan/ML-Bootcamp","owner":"Shimul-Zahan","description":"A personal learning repository for mastering Machine Learning concepts and techniques. It includes practical projects, hands-on exercises, and solutions covering topics such as regression, classification, neural networks, NLP, and more, using Python and popular ML libraries like scikit-learn, TensorFlow, and pandas.","archived":false,"fork":false,"pushed_at":"2025-03-22T08:15:15.000Z","size":80496,"stargazers_count":1,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-12T17:53:22.786Z","etag":null,"topics":["classification","data-science","deep-learning","machine-learning","machine-learning-algorithms","neural-networks","nlp-machine-learning","projects","regression"],"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/Shimul-Zahan.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":"Support Vector Machine/SVM_Classification_README.md","governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-01-10T16:42:24.000Z","updated_at":"2025-03-22T08:15:19.000Z","dependencies_parsed_at":"2025-01-10T17:40:18.816Z","dependency_job_id":"72a7e792-25bf-4344-9977-699c8b9e4d46","html_url":"https://github.com/Shimul-Zahan/ML-Bootcamp","commit_stats":null,"previous_names":["shimul-zahan/ml-bootcamp"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Shimul-Zahan/ML-Bootcamp","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Shimul-Zahan%2FML-Bootcamp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Shimul-Zahan%2FML-Bootcamp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Shimul-Zahan%2FML-Bootcamp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Shimul-Zahan%2FML-Bootcamp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Shimul-Zahan","download_url":"https://codeload.github.com/Shimul-Zahan/ML-Bootcamp/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Shimul-Zahan%2FML-Bootcamp/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":30290932,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-09T02:57:19.223Z","status":"ssl_error","status_checked_at":"2026-03-09T02:56:26.373Z","response_time":61,"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":["classification","data-science","deep-learning","machine-learning","machine-learning-algorithms","neural-networks","nlp-machine-learning","projects","regression"],"created_at":"2025-01-20T19:18:22.832Z","updated_at":"2026-03-09T10:02:41.834Z","avatar_url":"https://github.com/Shimul-Zahan.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ML Bootcamp\n\nWelcome to the **ML Bootcamp** repository! This repository is a personal learning hub where I document my progress, projects, and notes related to Machine Learning. It includes hands-on exercises, code snippets, and solutions to various ML problems as I explore different concepts and techniques.\n\n## About\n\nThis repository serves as a learning and practice space for foundational and advanced Machine Learning topics. By building projects and solving practical problems, I aim to strengthen my understanding of:\n\n- Data preprocessing and feature engineering\n- Supervised and unsupervised learning algorithms\n- Deep learning concepts and neural networks\n- Natural language processing (NLP)\n- Time series forecasting and clustering techniques\n\n## Topics Covered\n\n- Linear Regression and Logistic Regression\n- Decision Trees and Random Forests\n- Support Vector Machines (SVM)\n- Neural Networks and Deep Learning\n- Convolutional Neural Networks (CNNs)\n- Recurrent Neural Networks (RNNs) and LSTMs\n- Text Classification and Sentiment Analysis\n- Data Visualization and EDA (Exploratory Data Analysis)\n\n## Tools and Technologies\n\n- Python\n- Jupyter Notebooks\n- Scikit-Learn\n- TensorFlow / Keras\n- pandas\n- NumPy\n- Matplotlib / Seaborn\n\n## How to Use\n\n1. Clone the repository:\n   ```bash\n   git clone https://github.com/yourusername/ML-Bootcamp.git\n   ```\n2. Navigate to the project folder:\n   ```bash\n   cd ML-Bootcamp\n   ```\n3. Install the required dependencies:\n   ```bash\n   pip install -r requirements.txt\n   ```\n4. Explore project folders and notebooks for learning materials.\n\n## Contribution\n\nThis repository is primarily for personal learning, but suggestions and improvements are welcome. Feel free to fork, explore, and build upon it.\n\n## License\n\nThis repository is licensed under the MIT License.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshimul-zahan%2Fml-bootcamp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshimul-zahan%2Fml-bootcamp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshimul-zahan%2Fml-bootcamp/lists"}