Custom Model Training and Fine-tuning
90 minutes
Master the process of training and fine-tuning AI models:
• Data Preparation
- Dataset collection and curation
- Data cleaning and preprocessing
- Data augmentation techniques
• Model Training
- Training pipeline setup
- Hyperparameter optimization
- Cross-validation strategies
- Transfer learning
• Model Fine-tuning
- Techniques for improving accuracy
- Handling overfitting
- Performance optimization
- Model evaluation metrics
• Deployment Preparation
- Model compression
- Quantization
- Optimization for production