{"id":16278006,"url":"https://github.com/adithya-s-k/ai-engineering.academy","last_synced_at":"2025-04-04T14:09:43.252Z","repository":{"id":199410804,"uuid":"700724064","full_name":"adithya-s-k/AI-Engineering.academy","owner":"adithya-s-k","description":"Navigating the World of AI, One Step at a Time","archived":false,"fork":false,"pushed_at":"2024-10-21T12:02:28.000Z","size":96255,"stargazers_count":157,"open_issues_count":0,"forks_count":37,"subscribers_count":1,"default_branch":"main","last_synced_at":"2024-10-21T15:47:45.641Z","etag":null,"topics":["fine-tuning","finetuning","finetuning-llms","inference","large-language-models","llm","python","quantization"],"latest_commit_sha":null,"homepage":"https://aiengineering.academy","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/adithya-s-k.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":"2023-10-05T07:04:25.000Z","updated_at":"2024-10-21T11:37:25.000Z","dependencies_parsed_at":null,"dependency_job_id":"806094fb-7615-413a-b558-2ad1d7e3441e","html_url":"https://github.com/adithya-s-k/AI-Engineering.academy","commit_stats":null,"previous_names":["adithya-s-k/llm-cookbook","adithya-s-k/ai-engineering.academy"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adithya-s-k%2FAI-Engineering.academy","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adithya-s-k%2FAI-Engineering.academy/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adithya-s-k%2FAI-Engineering.academy/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/adithya-s-k%2FAI-Engineering.academy/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/adithya-s-k","download_url":"https://codeload.github.com/adithya-s-k/AI-Engineering.academy/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247190252,"owners_count":20898702,"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":["fine-tuning","finetuning","finetuning-llms","inference","large-language-models","llm","python","quantization"],"created_at":"2024-10-10T18:57:01.145Z","updated_at":"2025-04-04T14:09:38.243Z","avatar_url":"https://github.com/adithya-s-k.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n  \u003ch1\u003e AI Engineering Academy \u003c/h1\u003e\n  \u003ch3\u003e🚀 Mastering Applied AI, One Concept at a Time 🚀\u003c/h3\u003e\n  \u003cimg src=\"./assets/banner.png\" alt=\"Ai Engineering. Academy\" width=\"60%\"\u003e\n  \u003cp\u003e\n    \u003ca href=\"https://aiengineering.academy/\" target=\"_blank\"\u003eWebsite\u003c/a\u003e •\n    \u003ca href=\"#roadmap\"\u003eLearning Paths\u003c/a\u003e •\n    \u003ca href=\"#getting-started\"\u003eGetting Started\u003c/a\u003e •\n    \u003ca href=\"#community\"\u003eCommunity\u003c/a\u003e\n  \u003c/p\u003e\n\u003c/div\u003e\n\n[![GitHub Stars](https://img.shields.io/github/stars/adithya-s-k/AI-Engineering.academy?style=social)](https://github.com/adithya-s-k/AI-Engineering.academy/stargazers)\n[![GitHub Forks](https://img.shields.io/github/forks/adithya-s-k/AI-Engineering.academy?style=social)](https://github.com/adithya-s-k/AI-Engineering.academy/network/members)\n[![GitHub Issues](https://img.shields.io/github/issues/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/issues)\n[![GitHub Pull Requests](https://img.shields.io/github/issues-pr/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/pulls)\n[![License](https://img.shields.io/github/license/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/blob/main/LICENSE)\n\n## 🎯 Mission\n\nYour journey into AI shouldn't be overwhelming. [AIengineering.academy](https://aiengineering.academy/) curate and organize essential knowledge into clear learning paths, making complex AI concepts accessible and practical for everyone.\n\n## 🌟 Why Choose AI Engineering Academy?\n\n- 📚 **Structured Learning**: Carefully designed pathways from fundamentals to advanced concepts\n- 💻 **Hands-on Practice**: Real-world projects and implementations\n- 🎓 **Industry-Aligned**: Focus on practical, production-ready skills\n- 🤝 **Community-Driven**: Learn alongside peers and experts\n\n## 🗺️ Learning Paths\n\n### 1. [Prompt Engineering](./docs/PromptEngineering/)\n\nMaster the art of effectively communicating with AI models\n\n- Fundamental concepts and best practices\n- Advanced techniques for optimal results\n- Real-world applications and case studies\n\n### 2. [Retrieval Augmented Generation (RAG)](./docs/RAG/)\n\nEnhance AI responses with external knowledge\n\n- Core RAG architecture and components\n- Building RAG systems from scratch\n- Production deployment strategies\n- Performance optimization techniques\n\n### 3. [Fine-tuning](./docs/LLM/)\n\nCustomize AI models for your specific needs\n\n- Understanding fine-tuning fundamentals\n- Model adaptation techniques\n- Best practices and common pitfalls\n- Resource optimization\n\n### 4. [Deployment](./docs/Deployment/) 📍 _Coming Soon_\n\nTake your AI models from laptop to production\n\n- Cloud deployment strategies\n- Performance optimization\n- Scaling considerations\n- Monitoring and maintenance\n\n### 5. [AI Agents](./docs/Agents/)\n\nBuild autonomous AI systems\n\n- Agent architectures\n- Decision-making frameworks\n- Multi-agent systems\n- Real-world applications\n\n### 6. [Projects](./docs/Projects/)\n\nApply your knowledge through hands-on projects\n\n- End-to-end implementations\n- Industry-relevant scenarios\n- Portfolio-worthy demonstrations\n\n## 🚀 Getting Started\n\n1. **Choose Your Path**: Select a learning track that matches your goals\n2. **Follow the Structure**: Complete modules in the recommended order\n3. **Practice**: Implement the concepts through provided exercises\n4. **Build**: Create your own projects using the knowledge gained\n5. **Share**: Contribute to the community and help others learn\n\n## 👥 Community\n\n- Join our growing community of AI enthusiasts\n- Share your learning journey\n- Collaborate on projects\n- Get help when you're stuck\n- Contribute to improving the curriculum\n\n\u003cdiv align=\"center\"\u003e\n  \u003ch3\u003e🏆 Maintainer\u003c/h3\u003e\n  \u003ctable\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\"\u003e\n        \u003ca href=\"https://github.com/adithya-s-k\"\u003e\n          \u003cimg src=\"https://avatars.githubusercontent.com/u/27956426?s=400\u0026u=582ecb2d706a63fc67eb1b54579c7ab19cf391fd\u0026v=4\" width=\"100px;\" alt=\"\"/\u003e\n          \u003cbr /\u003e\n          \u003csub\u003e\u003cb\u003eAdithya S Kolavi\u003c/b\u003e\u003c/sub\u003e\n        \u003c/a\u003e\n        \u003cbr /\u003e\n        \u003ca href=\"https://github.com/adithya-s-k/AI-Engineering.academy/commits?author=adithya-s-k\" title=\"Code\"\u003e💻\u003c/a\u003e\n      \u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/table\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\n  \u003ch3\u003eCommunity Contributors\u003c/h3\u003e\n  \u003ca href=\"https://github.com/adithya-s-k/AI-Engineering.academy/graphs/contributors\"\u003e\n    \u003cimg src=\"https://contrib.rocks/image?repo=adithya-s-k/AI-Engineering.academy\" /\u003e\n  \u003c/a\u003e\n\u003c/div\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ch3\u003e📈 Project Growth\u003c/h3\u003e\n  \u003ca href=\"https://adithyask.com\"\u003e\n    \u003cimg src=\"https://api.star-history.com/svg?repos=adithya-s-k/AI-Engineering.academy\u0026type=Date\" alt=\"Star History Chart\"\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n## 🤝 Contributing\n\nWe welcome contributions! Whether it's fixing a typo, adding new content, or suggesting improvements, every contribution helps make AI Engineering Academy better for everyone.\n\n1. Fork the repository\n2. Create your feature branch (`git checkout -b feature/AmazingFeature`)\n3. Commit your changes (`git commit -m 'Add some AmazingFeature'`)\n4. Push to the branch (`git push origin feature/AmazingFeature`)\n5. Open a Pull Request\n\n## 📝 License\n\nThis project is licensed under the terms of the MIT license. See the [LICENSE](LICENSE) file for details.\n\n---\n\n\u003cdiv align=\"center\"\u003e\n  \u003cp\u003eAn initiative by \u003ca href=\"https://cognitivelab.in/\" target=\"_blank\"\u003eCognitiveLab\u003c/a\u003e\u003c/p\u003e\n  \u003cp\u003eMade with ❤️ for the AI community\u003c/p\u003e\n\u003c/div\u003e\n\n\u003c!-- \u003cdiv align=\"center\"\u003e\n    \u003ch1 \u003e\u003ca href=\"https://aiengineering.academy/\" target=\"_blank\"\u003eAIEngineering.academy\u003c/a\u003e\u003c/h1\u003e\n    \u003cp\u003eNavigating the World of AI, One Step at a Time\u003c/p\u003e\n    \u003cp\u003eInitiative from \u003ca href=\"https://cognitivelab.in/\" target=\"_blank\"\u003eCognitiveLab\u003c/a\u003e\u003c/p\u003e\n\u003c/div\u003e\n\n\u003cimg src=\"./assets/banner.png\" alt=\"Ai Engineering. Academy\"\u003e\n\n\n[![GitHub Stars](https://img.shields.io/github/stars/adithya-s-k/AI-Engineering.academy?style=social)](https://github.com/adithya-s-k/AI-Engineering.academy/stargazers)\n[![GitHub Forks](https://img.shields.io/github/forks/adithya-s-k/AI-Engineering.academy?style=social)](https://github.com/adithya-s-k/AI-Engineering.academy/network/members)\n[![GitHub Issues](https://img.shields.io/github/issues/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/issues)\n[![GitHub Pull Requests](https://img.shields.io/github/issues-pr/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/pulls)\n[![License](https://img.shields.io/github/license/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/blob/main/LICENSE)\n\n\n\nAI-related careers are becoming increasingly sought-after. However, the abundance of learning resources scattered across the internet can lead to confusion about where to start.\u0026#x20;\n\n**AI Engineering Academy** aims to provide a structured learning path to help you learn Applied GenAI effectively.\n\n## Roadmap\n\n### [**1. Prompt Engineering**](PromptEngineering/)\n\nThis roadmap will cover the basics of prompt engineering and its role in various AI applications.\n\n### [**2. Retrieval Augmented Generation (RAG)**](RAG/)\n\nIf you've been in the AI space, you might have heard of RAG (Retrieval Augmented Generation). In this roadmap, we will cover:\n\n- Understanding what RAG is\n- Implementing RAG from scratch without using any frameworks\n- Choosing the best RAG system for your needs\n- Taking a RAG system to production\n\n### [**3. Fine-tuning**](Finetuning/)\n\n**(coming soon)**\n\nWe will debunk some myths about fine-tuning and explore where it can be effectively used. Fine-tuning can be a powerful tool, but it's often misunderstood. Expect to learn:\n\n- The true potential of fine-tuning\n- Proper techniques for fine-tuning models\n\n### [**4. Deployment**](Deployment/)\n\n**(coming soon)**\n\nWhile everything might work perfectly locally, putting models into the hands of users requires careful consideration. In this roadmap, we will cover:\n\n- Deploying ML and DL models into production\n- Working with different cloud providers\n- Exploring various deployment modes\n\n### [**5. AI Agents**](Agents/)\n\n**(coming soon)**\n\n### [**6. Projects**](Projects/)\n\n**(coming soon)**\n\nConsists of multiple hands-on end-to-end AI projects!!\n\n## Repo Admin 👨‍💼\n\n\u003cdiv align=\"center\"\u003e\n  \u003ctable\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\"\u003e\u003ca href=\"https://github.com/adithya-s-k\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/27956426?s=400\u0026u=582ecb2d706a63fc67eb1b54579c7ab19cf391fd\u0026v=4\" width=\"100px;\" alt=\"\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAdithya S Kolavi\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/adithya-s-k/AI-Engineering.academy/commits?author=adithya-s-k\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/table\u003e\n\u003c/div\u003e\n\n## Contributors 🌟\n\n\u003ca href=\"https://github.com/adithya-s-k/AI-Engineering.academy/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contrib.rocks/image?repo=adithya-s-k/AI-Engineering.academy\" /\u003e\n\nThanks to these wonderful people for their contributions!\n\u003c/a\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://adithyask.com\"\u003e\n    \u003cimg src=\"https://api.star-history.com/svg?repos=adithya-s-k/AI-Engineering.academy\u0026type=Date\" alt=\"Star History Chart\"\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n\u003c!-- \u003cdiv align=\"center\"\u003e\n    \u003ch1 \u003e\u003ca href=\"https://aiengineering.academy/\" target=\"_blank\"\u003eAIEngineering.academy\u003c/a\u003e\u003c/h1\u003e\n    \u003cp\u003eNavigating the World of AI, One Step at a Time\u003c/p\u003e\n\u003c/div\u003e\n\n\u003cimg src=\"./assets/banner.png\" alt=\"Ai Engineering. Academy\"\u003e\n\n\u003cdiv align=\"center\"\u003e\n\n[![GitHub Stars](https://img.shields.io/github/stars/adithya-s-k/AI-Engineering.academy?style=social)](https://github.com/adithya-s-k/AI-Engineering.academy/stargazers)\n[![GitHub Forks](https://img.shields.io/github/forks/adithya-s-k/AI-Engineering.academy?style=social)](https://github.com/adithya-s-k/AI-Engineering.academy/network/members)\n[![GitHub Issues](https://img.shields.io/github/issues/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/issues)\n[![GitHub Pull Requests](https://img.shields.io/github/issues-pr/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/pulls)\n[![License](https://img.shields.io/github/license/adithya-s-k/AI-Engineering.academy)](https://github.com/adithya-s-k/AI-Engineering.academy/blob/main/LICENSE)\n\n\u003c/div\u003e\n\nAI-related careers are becoming increasingly sought-after. However, the abundance of learning resources scattered across the internet can lead to confusion about where to start.\u0026#x20;\n\n**AI Engineering Academy** aims to provide a structured learning path to help you learn Applied GenAI effectively.\n\n## Roadmaps\n\n**AIEngineering.academy** offers multiple structured roadmaps to learn different domains in Applied GenAI.\n\n### [**Retrieval Augmented Generation (RAG)**](RAG/)\n\nIf you've been in the AI space, you might have heard of RAG (Retrieval Augmented Generation). In this roadmap, we will cover:\n\n- Understanding what RAG is\n- Implementing RAG from scratch without using any frameworks\n- Choosing the best RAG system for your needs\n- Taking a RAG system to production\n\n### [**Fine-tuning**](Finetuning/)\n\n**(coming soon)**\n\nWe will debunk some myths about fine-tuning and explore where it can be effectively used. Fine-tuning can be a powerful tool, but it's often misunderstood. Expect to learn:\n\n- The true potential of fine-tuning\n- Proper techniques for fine-tuning models\n\n### [**Deployment**](Deployment/)\n\n**(coming soon)**\n\nWhile everything might work perfectly locally, putting models into the hands of users requires careful consideration. In this roadmap, we will cover:\n\n- Deploying ML and DL models into production\n- Working with different cloud providers\n- Exploring various deployment modes\n\nEach roadmap is designed to provide a comprehensive learning experience, equipping you with the knowledge and skills to excel in applied GenAI.\n\n### [AI Agents](Agents/)\n\n**(coming soon)**\n\n### [Projects](Projects/)\n\n**(coming soon)**\n\nConsists on multiple Hands of End to End AI projects !!\n\n## Applied AI RoadMap\n\n## Repo Admin 👨‍💼\n\n\u003cdiv align=\"center\"\u003e\n  \u003ctable\u003e\n    \u003ctr\u003e\n      \u003ctd align=\"center\"\u003e\u003ca href=\"https://github.com/adithya-s-k\"\u003e\u003cimg src=\"https://avatars.githubusercontent.com/u/27956426?s=400\u0026u=582ecb2d706a63fc67eb1b54579c7ab19cf391fd\u0026v=4\" width=\"100px;\" alt=\"\"/\u003e\u003cbr /\u003e\u003csub\u003e\u003cb\u003eAdithya S Kolavi\u003c/b\u003e\u003c/sub\u003e\u003c/a\u003e\u003cbr /\u003e\u003ca href=\"https://github.com/CognitiveLab-tech/World-of-AI/commits?author=adithya-s-k\" title=\"Code\"\u003e💻\u003c/a\u003e\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/table\u003e\n\u003c/div\u003e\n\n## Contributors 🌟\n\nThanks to these wonderful people for their contributions!\n\n\u003ca href=\"https://github.com/CognitiveLab-tech/World-of-AI/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contrib.rocks/image?repo=CognitiveLab-tech/World-of-AI\" /\u003e\n\u003c/a\u003e\n\nIf you liked working on this project, do ⭐ and share this repository.\n\n© 2023 CognitiveLab\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://adithyask.com\"\u003e\n    \u003cimg src=\"https://api.star-history.com/svg?repos=adithya-s-k/AI-Engineering.academy\u0026type=Date\" alt=\"Star History Chart\"\u003e\n  \u003c/a\u003e\n\u003c/p\u003e --\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadithya-s-k%2Fai-engineering.academy","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fadithya-s-k%2Fai-engineering.academy","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fadithya-s-k%2Fai-engineering.academy/lists"}