The Grand AI Handbook

Deployment, Ethics, and Future Directions

Chapter 71: Deployment Pipelines for Vision (ONNX, TensorRT, model serving, MLOps) Chapter 72: Ethical Considerations in Vision (Bias, privacy, fairness, misuse prevention) Subsection: Watermarking with SynthID Techniques for images/video watermarking Transparency and misinformation mitigation Limitations and ethical impact Chapter 73: Security in Vision Systems (Adversarial robustness, backdoor attacks, defenses) Chapter 74: Future Directions in Computer Vision (Neurosymbolic vision, vLLM evolution, general perception)