Exam Professional Machine Learning Engineer topic 1 question 297 discussion

Best Answer: D. Use AutoML Vision to train a model using the image dataset. Why Option D? Fastest and Easiest Deployment AutoML Vision allows you to train a custom image classification model without deep ML expertise. Automatically optimizes model architecture, feature extraction, and hyperparameters. Fully managed and deployable via Vertex AI with minimal effort. Scalable and Effective for Custom Product Recognition Since the dataset contains unique products, a custom-trained model is necessary (pre-trained models won’t work well for proprietary products). AutoML Vision scales easily and can handle large image datasets efficiently. Built-in Model Training, Evaluation, and Deployment Provides an end-to-end ML pipeline, including: Data ingestion (upload labeled images). Automated training and hyperparameter tuning. Easy model deployment and monitoring via Vertex AI.