فلش‌کارت‌های آموزشی کاربردهای عملی LlamaIndex در دنیای واقعی

🎓 دوره آموزشی جامع

📚 اطلاعات دوره

عنوان دوره: دوره کاربردهای عملی LlamaIndex در دنیای واقعی

موضوع کلی: هوش مصنوعی و مدل‌های زبانی بزرگ

موضوع میانی: LlamaIndex

📋 سرفصل‌های دوره

• 1. llamaindex core architecture overview
• 2. setting up llamaindex environment and dependencies
• 3. loading data from local files and documents
• 4. creating vector store indexes with llamaindex
• 5. building basic query engines for question answering
• 6. advanced query strategies with filtering and routing
• 7. developing intelligent agents using llamaindex
• 8. integrating llamaindex with langchain frameworks
• 9. implementing retrieval augmented generation rag pipelines
• 10. optimizing prompt engineering for llamaindex workflows
• 11. evaluating index performance with metrics and benchmarks
• 12. tuning speed and accuracy of llm responses
• 13. managing memory and context in multi-turn conversations
• 14. semantic search techniques and relevance ranking
• 15. connecting external databases sql mongodb to llamaindex
• 16. building web applications with flask or fastapi
• 17. deploying llamaindex apps on cloud platforms aws gcp hugging face spaces
• 18. data security and access control in real-world deployments
• 19. multimodal indexing combining text and images
• 20. chunking and partitioning strategies for long documents
• 21. managing multiple indexes for large-scale projects
• 22. version control for data and model artifacts
• 23. implementing human-in-the-loop feedback systems
• 24. debugging and error handling in llamaindex workflows
• 25. customizing local llms and embedding models
• 26. building recommendation systems with llamaindex
• 27. analyzing and reporting real-world project metrics
• 28. using agents for multi-step task automation
• 29. designing user interfaces for interactive agent conversations
• 30. integrating with third-party tools slack discord email bots
• 31. faq bot development for customer support automation
• 32. automated information extraction legal or medical documents
• 33. multimodal search engine development
• 34. cost optimization for api usage openai anthropic pricing
• 35. caching strategies to reduce redundant queries
• 36. error logging and monitoring in production environments
• 37. building mvp prototypes for startup ideas rapidly
• 38. fine-tuning models on personal or domain-specific data
• 39. applying llamaindex in research and enterprise workflows
• 40. importing and exporting data between llamaindex versions
• 41. automated alert and notification systems setup
• 42. designing a/b experiments for query optimization
• 43. integrating knowledge graphs with vector databases
• 44. optimizing short-term and long-term memory management
• 45. developing plugin ecosystems for marketplace extensions
• 46. privacy compliance gdpr data protection in applications
• 47. automated report generation and dashboard creation
• 48. integration with business intelligence bi tools
• 49. training end-users on effective index and query usage
• 50. future trends and roadmap for llamaindex and rag evolution