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NVIDIA NCP-ADS Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Machine Learning15%- GPU-accelerated ML frameworks and algorithms
- Model evaluation and validation
- Distributed training strategies
- Model training and hyperparameter tuning
Topic 2: Data Manipulation and Software Literacy19%- Data processing libraries selection and usage
- GPU-accelerated ETL workflows
- Performance profiling and optimization tools
- Dependency management and containerization
Topic 3: GPU and Cloud Computing16%- GPU architecture and acceleration principles
- CRISP-DM and data science methodology
- Resource management and scaling strategies
- Cloud GPU environments and deployment
Topic 4: Data Analysis14%- Distributed and parallel data processing
- Exploratory Data Analysis (EDA)
- Time-series analysis and anomaly detection
- Data visualization and graph analytics
Topic 5: MLOps19%- Monitoring, logging and maintenance
- Pipeline automation and orchestration
- Model deployment and serving
- End-to-end workflow management
Topic 6: Data Preparation17%- Data validation and quality assurance
- Data cleaning, preprocessing and transformation
- Feature engineering and data type optimization
- Workflow monitoring and bottleneck identification

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NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q23-Q28):

NEW QUESTION # 23
You are consulting for a retail company that collects data from daily sales transactions, customer interactions, and inventory tracking across multiple locations. They are unsure whether their dataset qualifies as big data and which processing method would be most suitable.
Which of the following characteristics best indicate that the dataset requires big data processing and acceleration techniques?

Answer: B


NEW QUESTION # 24
A data scientist is training a deep learning model on an NVIDIA GPU but is encountering out-of- memory (OOM) errors.
To optimize GPU memory usage while maintaining efficient training performance, which of the following strategies should they prioritize?

Answer: B


NEW QUESTION # 25
A data science team is deploying a deep learning model for real-time inference. The model is optimized for inference on an NVIDIA A100 GPU, but the team notices that inference latency is higher than expected.
Which of the following optimizations is most effective in reducing inference latency?

Answer: D


NEW QUESTION # 26
A data engineer is preparing a dataset for training a deep learning model. The dataset contains numerical features with missing values, outliers, and inconsistent units.
Which of the following strategies is the most appropriate for ensuring a standardized and clean dataset?

Answer: C


NEW QUESTION # 27
Which of the following scenarios are most appropriate for using GPU acceleration when working with large-scale datasets in machine learning? (Select two)

Answer: A,D


NEW QUESTION # 28
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