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NVIDIA NCP-ADS Exam Syllabus Topics:

SectionWeightObjectives
Data Manipulation and Software Literacy19%- Performance profiling and optimization tools
- GPU-accelerated ETL workflows
- Dependency management and containerization
- Data processing libraries selection and usage
Machine Learning15%- Model evaluation and validation
- Model training and hyperparameter tuning
- GPU-accelerated ML frameworks and algorithms
- Distributed training strategies
Data Preparation17%- Data validation and quality assurance
- Workflow monitoring and bottleneck identification
- Data cleaning, preprocessing and transformation
- Feature engineering and data type optimization
Data Analysis14%- Distributed and parallel data processing
- Data visualization and graph analytics
- Time-series analysis and anomaly detection
- Exploratory Data Analysis (EDA)
MLOps19%- Monitoring, logging and maintenance
- Model deployment and serving
- Pipeline automation and orchestration
- End-to-end workflow management
GPU and Cloud Computing16%- GPU architecture and acceleration principles
- CRISP-DM and data science methodology
- Cloud GPU environments and deployment
- Resource management and scaling strategies

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NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q147-Q152):

NEW QUESTION # 147
Which NVIDIA technology is specifically designed for accelerating deep learning workloads in the cloud?

Answer: C


NEW QUESTION # 148
Which of the following hardware components is most critical for accelerating the training of deep learning models?

Answer: D


NEW QUESTION # 149
You are working with a 10-terabyte dataset containing structured and unstructured data. Your goal is to perform ETL (Extract, Transform, Load) operations efficiently while leveraging GPU acceleration for distributed processing.
Which of the following frameworks would be the best choice for handling this workload?

Answer: C


NEW QUESTION # 150
You are tasked with processing a large dataset using multiple GPUs to accelerate computation. You decide to use Dask to implement data parallelism with NVIDIA's RAPIDS framework to maximize GPU utilization.
Which of the following steps is essential for efficiently distributing the workload across multiple GPUs in Dask?

Answer: C


NEW QUESTION # 151
You are working on a machine learning dataset with millions of rows and want to optimize performance on a GPU using CuDF. One of the features in your dataset represents categorical data with a limited number of unique values.
Which of the following data types should you use to maximize performance while reducing memory usage?

Answer: D


NEW QUESTION # 152
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