Generative AI

  1. Development Lifecycle and Best Practices
    1. Project Planning and Design
      1. Problem Definition
        1. Use Case Identification
          1. Success Metrics Definition
            1. Feasibility Assessment
            2. Architecture Design
              1. Model Selection
                1. Infrastructure Planning
                  1. Scalability Considerations
                2. Data Management
                  1. Data Collection Strategies
                    1. Public Dataset Utilization
                      1. Proprietary Data Gathering
                        1. Synthetic Data Generation
                        2. Data Preprocessing
                          1. Cleaning and Filtering
                            1. Normalization Techniques
                              1. Augmentation Strategies
                              2. Data Quality Assurance
                                1. Bias Detection
                                  1. Quality Metrics
                                    1. Validation Procedures
                                  2. Model Development
                                    1. Training Strategies
                                      1. Pretraining Approaches
                                        1. Transfer Learning
                                          1. Fine-Tuning Techniques
                                          2. Hyperparameter Optimization
                                            1. Grid Search
                                              1. Random Search
                                                1. Bayesian Optimization
                                                2. Regularization and Validation
                                                  1. Cross-Validation
                                                    1. Early Stopping
                                                      1. Model Ensembling
                                                    2. Evaluation and Testing
                                                      1. Quantitative Metrics
                                                        1. Perplexity for Language Models
                                                          1. FID for Image Generation
                                                            1. BLEU for Translation
                                                            2. Qualitative Assessment
                                                              1. Human Evaluation
                                                                1. Expert Review
                                                                  1. User Studies
                                                                  2. Robustness Testing
                                                                    1. Adversarial Examples
                                                                      1. Out-of-Distribution Testing
                                                                        1. Stress Testing
                                                                      2. Deployment and Operations
                                                                        1. Model Serving
                                                                          1. API Development
                                                                            1. Load Balancing
                                                                              1. Caching Strategies
                                                                              2. Monitoring and Maintenance
                                                                                1. Performance Monitoring
                                                                                  1. Model Drift Detection
                                                                                    1. Automated Retraining
                                                                                    2. Version Control
                                                                                      1. Model Versioning
                                                                                        1. Experiment Tracking
                                                                                          1. Rollback Procedures

                                                                                      Previous

                                                                                      8. Audio and Speech Generation

                                                                                      Go to top

                                                                                      Next

                                                                                      10. Practical Implementation Tools