Quiz NVIDIA - Updated NCP-ADS - NVIDIA-Certified-Professional Accelerated Data Science Latest Exam Test

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NVIDIA NCP-ADS Exam Syllabus Topics:

SectionWeightObjectives
Data Analysis14%- Exploratory Data Analysis (EDA)
  • 1. Use cuGraph for graph analytics
    • 2. Detect anomalies in time series datasets
      • 3. Perform time series analysis and visualization
        Data Manipulation and Software Literacy19%- ETL and Data Processing Workflows
        • 1. GPU-accelerated ETL design and implementation
          • 2. Distributed data processing frameworks (Dask)
            • 3. Data caching and performance optimization
              Data Preparation17%- Data Cleaning and Transformation
              • 1. cuDF and pandas data preprocessing
                • 2. Synthetic data generation with RAPIDS
                  • 3. Data normalization and standardization
                    GPU and Cloud Computing16%- GPU Optimization and Infrastructure
                    • 1. Benchmarking GPU workflows
                      • 2. Docker and Conda environment management
                        • 3. CRISP-DM workflow execution
                          MLOps19%- Deployment and Monitoring
                          • 1. Memory and capacity evaluation
                            • 2. Performance benchmarking and optimization
                              • 3. Model deployment in production environments
                                Machine Learning15%- Model Development and Optimization
                                • 1. Multi-GPU training comparison
                                  • 2. Memory optimization techniques (mixed precision, batching)
                                    • 3. Feature engineering
                                      • 4. Hyperparameter tuning

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                                        NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q39-Q44):

                                        NEW QUESTION # 39
                                        A data scientist is working with large-scale datasets in a RAPIDS AI pipeline and needs to efficiently process and organize the data while leveraging GPU acceleration.
                                        Which of the following approaches best ensures optimized processing and memory management when using NVIDIA technologies?

                                        Answer: D


                                        NEW QUESTION # 40
                                        When deciding whether to use GPU acceleration or a traditional CPU approach for a machine learning task, which of the following factors should be considered to determine if the data qualifies as "big data" and whether GPU acceleration is beneficial? (Select two)

                                        Answer: C,E


                                        NEW QUESTION # 41
                                        You are working on a data science project that involves processing large-scale financial transaction data. You want to optimize data manipulation operations using NVIDIA's RAPIDS cuDF.
                                        Which of the following approaches best leverages NVIDIA technologies for efficient data manipulation?

                                        Answer: C


                                        NEW QUESTION # 42
                                        You are tasked with profiling a deep learning model using NVIDIA's DLProf to identify performance bottlenecks and optimize resource utilization.
                                        Which of the following statements correctly describes the capabilities of DLProf?

                                        Answer: B


                                        NEW QUESTION # 43
                                        A data scientist is analyzing a large time-series dataset containing stock price movements of thousands of companies over a decade. The dataset is stored as a cuDF DataFrame and contains millions of rows. The scientist wants to visualize trends and patterns interactively while leveraging GPU acceleration.
                                        Which of the following approaches is the most efficient for visualizing this time-series data?

                                        Answer: B


                                        NEW QUESTION # 44
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