فلش‌کارت‌های آموزشی Creating Interactive Generative Writing Tools: From Prompt Engineering to Production

🎓 دوره آموزشی جامع

📚 اطلاعات دوره

عنوان دوره: دوره Creating Interactive Generative Writing Tools: From Prompt Engineering to Production

موضوع کلی: Generative AI for Creative Writing

موضوع میانی: Designing and Deploying AI‑Powered Writing Assistants

📋 سرفصل‌های دوره

• 1. Understanding Generative Writing and Its Applications
• 2. Overview of Text Generation Models (GPT, T5, BART)
• 3. Foundations of Transformer Architecture for Writing
• 4. Setting Up Python Environment for AI Writing Tools
• 5. Installing and Managing NLP Libraries (Hugging Face, TensorFlow, PyTorch)
• 6. Loading Pre-trained Models for Text Generation
• 7. Tokenization and Text Preprocessing for Writing Tasks
• 8. Designing Effective Prompt Templates for Consistent Output
• 9. Prompt Engineering Techniques for Creative Writing
• 10. Building a Baseline Character-Level Language Model
• 11. Fine‑Tuning Pre-trained Models on Domain‑Specific Writing Data
• 12. Data Collection and Annotation for Writing Corpora
• 13. Evaluating Generated Text Quality (BLEU, ROUGE, Human Review)
• 14. Implementing Temperature and Top‑K Sampling for Creative Control
• 15. Controlling Length and Structure in Generated Text
• 16. Integrating Style Transfer for Different Writing Voices
• 17. Adding Contextual Memory for Multi‑Sentence Coherence
• 18. Building Interactive UI for Real‑Time Writing Assistance
• 19. Creating a Web Dashboard with Streamlit for Tool Demo
• 20. Deploying a Writing Tool as a REST API
• 21. Containerizing the Tool with Docker
• 22. Setting Up CI/CD Pipeline for Model Updates
• 23. Versioning Models and Tracking Experiments with MLflow
• 24. Securing Model Endpoints with Authentication
• 25. Scaling Generation Throughput with Batch Processing
• 26. Optimizing Inference Speed Using Quantization
• 27. Implementing Caching Strategies for Repeated Prompts
• 28. Building a Plugin Architecture for Extensible Writing Features
• 29. Extending the Tool with Custom Generation Hooks
• 30. Integrating Speech‑to‑Text Input for Voice Writing
• 31. Adding Grammar and Style Checking Plugins
• 32. Supporting Multiple Languages in Generative Writing Tools
• 33. Translating Generated Text Across Languages
• 34. Incorporating External Knowledge Bases (Wikipedia, APIs)
• 35. Using Knowledge Graphs to Enrich Generated Content
• 36. Implementing Fact‑Checking for Generated Text
• 37. Adding Citation Generation and Management
• 38. Designing Adaptive Learning Paths for Users
• 39. Personalizing Writing Suggestions Based on User History
• 40. Building a Feedback Loop for Model Improvement
• 41. Collecting User Interactions for Continuous Training
• 42. Anonymizing User Data for Privacy Compliance
• 43. Implementing GDPR‑ Compliant Data Handling
• 44. Creating Accessibility Features for Diverse Users
• 45. Supporting Dark Mode and Responsive Design
• 46. Conducting Usability Testing with Writing Professionals
• 47. Gathering Qualitative Feedback for Feature Prioritization
• 48. Performing A/B Testing of Generation Strategies
• 49. Analyzing User Engagement Metrics
• 50. Building a Community Plugin Marketplace
• 51. Documenting API Endpoints with OpenAPI/Swagger
• 52. Writing Technical Documentation for End Users
• 53. Creating Tutorial Videos and Step‑by‑Step Guides
• 54. Setting Up Monitoring and Alerting for Service Health
• 55. Implementing Rate Limiting to Prevent Abuse
• 56. Handling Edge Cases and Error Messages in Generation
• 57. Adding Fallback Models for Reliability
• 58. Conducting Model Drift Detection Over Time
• 59. Planning for Model Retirement and Migration
• 60. Exploring Emerging Text Generation Models (LLaMA, PaLM)
• 61. Integrating Multimodal Inputs (Images, Audio) for Writing
• 62. Generating Structured Content (lists, tables, outlines)
• 63. Automating Report Generation from Templates
• 64. Building a Collaborative Writing Workspace
• 65. Implementing Real‑Time Co‑authoring Features
• 66. Managing Conflict Resolution in Collaborative Editing
• 67. Adding Version Control for Writing Sessions
• 68. Creating Gamified Writing Challenges Using Generated Content
• 69. Implementing Reward Systems for User Contributions
• 70. Future Trends in Generative Writing Tools and Research Directions