{"id":23044434,"url":"https://github.com/blacksujit/deep-learning-specialization-repo","last_synced_at":"2026-04-26T12:32:38.320Z","repository":{"id":260152197,"uuid":"880473942","full_name":"Blacksujit/Deep-Learning-Specialization-Repo","owner":"Blacksujit","description":"This repo contains the neural networks learning's with tensorflow with all the high level deep  learning concepts i am learning with project implementation ","archived":false,"fork":false,"pushed_at":"2025-02-01T17:37:26.000Z","size":21174,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-03T01:43:05.077Z","etag":null,"topics":["deep","deep-layers","deep-learning","deep-neural-networks","embeddings-word2vec","llvm","network-embeddings","neural-network","transformers-layers","transformers-models","vision-language-model"],"latest_commit_sha":null,"homepage":"","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/Blacksujit.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":"2024-10-29T19:40:33.000Z","updated_at":"2025-02-01T17:37:29.000Z","dependencies_parsed_at":"2024-11-30T20:20:23.254Z","dependency_job_id":"e3dbfd7f-92e0-437e-93e4-90c2987650bc","html_url":"https://github.com/Blacksujit/Deep-Learning-Specialization-Repo","commit_stats":null,"previous_names":["blacksujit/deep-neural-networks","blacksujit/deep-learning-specialization-repo"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Blacksujit%2FDeep-Learning-Specialization-Repo","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Blacksujit%2FDeep-Learning-Specialization-Repo/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Blacksujit%2FDeep-Learning-Specialization-Repo/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Blacksujit%2FDeep-Learning-Specialization-Repo/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Blacksujit","download_url":"https://codeload.github.com/Blacksujit/Deep-Learning-Specialization-Repo/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246922241,"owners_count":20855343,"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":["deep","deep-layers","deep-learning","deep-neural-networks","embeddings-word2vec","llvm","network-embeddings","neural-network","transformers-layers","transformers-models","vision-language-model"],"created_at":"2024-12-15T21:13:20.322Z","updated_at":"2026-04-26T12:32:38.278Z","avatar_url":"https://github.com/Blacksujit.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🌟 Deep Learning Specialization Repository 🌟\n\nWelcome to the **Deep Learning Specialization Repository**! 🚀 This repository is designed to help you dive deep into neural networks, understand core concepts, and explore hands-on deep learning projects.\n\n\n\n\n---\n\n## 🛠️ Technologies Used\n\n- **Python 3.x**: Core programming language\n- **TensorFlow/Keras**: Deep learning frameworks\n- **NumPy/Pandas**: Data handling and preprocessing\n- **Matplotlib**: Visualization of results\n- **Jupyter Notebooks**: Interactive development and documentation\n\n---\n\n## 🚀 How to Use:\n\n1. **Clone the repository**:\n   ```bash\n   git clone https://github.com/Blacksujit/Deep-Learning-Repository.git\n   ```\n2. **Navigate to a project**:\n   ```bash\n   cd \u003cProject-Directory\u003e\n   ```\n3. **Install dependencies**:\n   ```bash\n   pip install -r requirements.txt\n   ```\n4. **Run the notebook**:\n   ```bash\n   jupyter notebook\n   ```\n\n## Some dump output images generated by the Neural Networks models :\n\n\n**1.) dataviz dashboard:**\n\n![image](https://github.com/user-attachments/assets/81969dfd-68c2-4b25-8708-d863a8f8b5fb)\n\n**2.) Application layers:**\n\n![image](https://github.com/user-attachments/assets/207e4673-dbeb-4f67-a0b8-d8201d4ffe08)\n\n**3.)Binnary Exponential Backoff:**\n\n![image](https://github.com/user-attachments/assets/21b470da-e2b6-4dcb-84f6-56827bba5999)\n\n![image](https://github.com/user-attachments/assets/fafcc07b-f5ac-4918-9017-41a663c90d2a)\n\n\n---\n\n## ⚙️ Automation Code for Updating Project List\nAdd the following Python script to your repository's root directory as `update_readme.py`. Run this script to automatically update the project list:\n\n```python\nimport os\n\nREADME_FILE = \"README.md\"\nPROJECT_LIST_START = \"\u003c!-- PROJECT LIST START --\u003e\"\nPROJECT_LIST_END = \"\u003c!-- PROJECT LIST END --\u003e\"\n\ndef get_projects():\n    projects = []\n    for item in os.listdir():\n        if os.path.isdir(item) and item not in ['.git', '__pycache__', '.github']:\n            if os.path.exists(os.path.join(item, 'README.md')):\n                projects.append(item)\n    return sorted(projects)\n\ndef update_readme(projects):\n    with open(README_FILE, 'r') as file:\n        content = file.read()\n\n    before = content.split(PROJECT_LIST_START)[0]\n    after = content.split(PROJECT_LIST_END)[1]\n\n    project_list = \"\\n\".join([f\"- [{project}](./{project}/README.md)\" for project in projects])\n    new_content = f\"{before}{PROJECT_LIST_START}\\n{project_list}\\n{PROJECT_LIST_END}{after}\"\n\n    with open(README_FILE, 'w') as file:\n        file.write(new_content)\n\ndef main():\n    projects = get_projects()\n    update_readme(projects)\n    print(\"README.md updated successfully!\")\n\nif __name__ == \"__main__\":\n    main()\n```\n\n### How to Use:\n1. Add the script to your repository as `update_readme.py`.\n2. Run the script:\n   ```bash\n   python update_readme.py\n   ```\n3. Commit and push the changes:\n   ```bash\n   git add README.md\n   git commit -m \"Update project list dynamically\"\n   git push\n   ```\n\n---\n\n## 🤝 Contributing\n1. Fork the repository.\n2. Add your project in a separate folder.\n3. Commit your changes:\n   ```bash\n   git commit -m \"Add new project: \u003cProject Name\u003e\"\n   ```\n4. Submit a pull request.\n\n---\n\n## ⭐ Stay Updated\nThis repository updates itself dynamically! Just add your projects into the root directory following this structure:\n```bash\nDeep-Learning-Repository/\n│\n├── Project-1/\n│   ├── README.md\n│   └── main.ipynb\n│\n├── Project-2/\n│   ├── README.md\n│   └── main.ipynb\n│\n└── README.md\n```\n\n---\n\n⭐ **Star this repository** to keep track of new updates!\n\n---\n\n## Contact:\n- **GitHub**: [Sujit Nirmal](https://github.com/Blacksujit)\n- **Email**:nirmalsujit981@gmail.com \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblacksujit%2Fdeep-learning-specialization-repo","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fblacksujit%2Fdeep-learning-specialization-repo","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fblacksujit%2Fdeep-learning-specialization-repo/lists"}