{"id":26451038,"url":"https://github.com/timeless-residents/handson-tensorflow-numpy","last_synced_at":"2025-03-18T16:31:29.930Z","repository":{"id":282105026,"uuid":"947509015","full_name":"timeless-residents/handson-tensorflow-numpy","owner":"timeless-residents","description":"A practical guide to learning and using TensorFlow and NumPy for data manipulation and machine learning","archived":false,"fork":false,"pushed_at":"2025-03-12T20:11:12.000Z","size":0,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-12T20:33:17.638Z","etag":null,"topics":["data-science","machine-learning","numpy","tensorflow","tutorial"],"latest_commit_sha":null,"homepage":null,"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/timeless-residents.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":"2025-03-12T19:55:00.000Z","updated_at":"2025-03-12T20:11:16.000Z","dependencies_parsed_at":"2025-03-12T20:44:10.778Z","dependency_job_id":null,"html_url":"https://github.com/timeless-residents/handson-tensorflow-numpy","commit_stats":null,"previous_names":["timeless-residents/handson-tensorflow-numpy"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/timeless-residents%2Fhandson-tensorflow-numpy","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/timeless-residents%2Fhandson-tensorflow-numpy/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/timeless-residents%2Fhandson-tensorflow-numpy/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/timeless-residents%2Fhandson-tensorflow-numpy/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/timeless-residents","download_url":"https://codeload.github.com/timeless-residents/handson-tensorflow-numpy/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244259932,"owners_count":20424642,"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-science","machine-learning","numpy","tensorflow","tutorial"],"created_at":"2025-03-18T16:31:22.651Z","updated_at":"2025-03-18T16:31:29.920Z","avatar_url":"https://github.com/timeless-residents.png","language":"Jupyter Notebook","readme":"# Hands-on TensorFlow \u0026 NumPy\n\nA practical guide to learning and using TensorFlow and NumPy for data manipulation and machine learning.\n\n## Overview\nThis repository contains examples, exercises, and tutorials that demonstrate how to use TensorFlow and NumPy together effectively for data science and deep learning tasks.\n\n## Contents\n- Basic tensor operations\n- NumPy integration with TensorFlow\n- Data preprocessing techniques\n- Simple neural networks\n- Performance comparison between TensorFlow and NumPy\n\n## Getting Started\n\n### Option 1: With TensorFlow (Python 3.10)\n```bash\n# Create Python 3.10 virtual environment\npython3.10 -m venv venv_tf\n\n# Activate virtual environment\nsource venv_tf/bin/activate  # On Unix/macOS\n# or\n.\\venv_tf\\Scripts\\activate   # On Windows\n\n# Install requirements\npip install tensorflow numpy matplotlib pandas scikit-learn jupyter\n\n# Run example\npython examples/basic_operations.py\n```\n\n### Option 2: Without TensorFlow (any Python version)\nThis repository includes a TensorFlow substitute that provides basic functionality using only NumPy.\n\n```bash\n# Create virtual environment\npython -m venv venv\n\n# Activate virtual environment\nsource venv/bin/activate  # On Unix/macOS\n# or\n.\\venv\\Scripts\\activate   # On Windows\n\n# Install requirements (excluding TensorFlow)\npip install numpy matplotlib pandas scikit-learn jupyter\n\n# Run example with TensorFlow substitute\npython examples/basic_operations_substitute.py\n```\n\n## Running Jupyter Notebooks\n```bash\n# Activate your chosen virtual environment\nsource venv_tf/bin/activate  # With TensorFlow\n# or\nsource venv/bin/activate     # Without TensorFlow\n\n# Start Jupyter\njupyter notebook\n```\n\n## License\nMIT","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftimeless-residents%2Fhandson-tensorflow-numpy","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftimeless-residents%2Fhandson-tensorflow-numpy","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftimeless-residents%2Fhandson-tensorflow-numpy/lists"}