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Databricks Databricks-Machine-Learning-Professional Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Model Deployment12%- Model rollout and version management
- Custom model serving
- Deployment strategies
Topic 2: Model Development44%- Advanced MLflow usage
- Distributed training and hyperparameter tuning
- Scalable ML pipelines with SparkML
- Feature Store and automated feature pipelines
Topic 3: ML Ops44%- Model monitoring and drift detection with Lakehouse Monitoring
- Testing and validation strategies
- Automated retraining workflows
- Environment management with Databricks Asset Bundles

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最新的 ML Data Scientist Databricks-Machine-Learning-Professional 免費考試真題 (Q52-Q57):

問題 #52
A Machine Learning Engineer needs to digitize millions of historical documents spanning 200+ years with vastly different handwriting styles, fonts, languages, document conditions, and paper types. To do this, the engineer wants to train thousands of specialized OCR models to extract text. The number of documents vary significantly. They need an efficient approach for this parallel model training task. Which approach suits their needs?

答案:D

解題說明:
Ray's map_in_batches API is designed for large-scale, heterogeneous parallel workloads where tasks vary significantly in data size, model complexity, and resource requirements. It enables dynamic resource allocation and efficient scheduling across many specialized OCR training jobs, making it well suited for training thousands of models with uneven document volumes and computational needs.


問題 #53
A machine learning engineer is using the following code block as part of a batch deployment pipeline:

Which of the following changes needs to be made so this code block will work when the inference table is a stream source?

答案:A


問題 #54
A machine learning engineering team wants to build a continuous pipeline for data preparation of a machine learning application. The team would like the data to be fully processed and made ready for inference in a series of equal-sized batches. Which tool can be used to provide this type of continuous processing?

答案:D


問題 #55
Which of the following MLflow operations can be used to automatically calculate and log a Shapley feature importance plot?

答案:C


問題 #56
A data scientist has developed a model to predict ice cream sales using the expected temperature and expected number of hours of sun in the day. However, the expected temperature is dropping beneath the range of the input variable on which the model was trained.
Which type of drift is present in the above scenario?

答案:B


問題 #57
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