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NVIDIA NCP-ADS Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: 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
        Topic 2: Machine Learning15%- Model Development and Optimization
        • 1. Memory optimization techniques (mixed precision, batching)
          • 2. Multi-GPU training comparison
            • 3. Hyperparameter tuning
              • 4. Feature engineering
                Topic 3: MLOps19%- Deployment and Monitoring
                • 1. Model deployment in production environments
                  • 2. Performance benchmarking and optimization
                    • 3. Memory and capacity evaluation
                      Topic 4: GPU and Cloud Computing16%- GPU Optimization and Infrastructure
                      • 1. CRISP-DM workflow execution
                        • 2. Docker and Conda environment management
                          • 3. Benchmarking GPU workflows
                            Topic 5: Data Preparation17%- Data Cleaning and Transformation
                            • 1. Data normalization and standardization
                              • 2. Synthetic data generation with RAPIDS
                                • 3. cuDF and pandas data preprocessing
                                  Topic 6: 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

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                                        NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q156-Q161):

                                        NEW QUESTION # 156
                                        A data scientist is analyzing a large dataset of financial transactions containing millions of records.
                                        To efficiently perform exploratory data analysis (EDA) using RAPIDS cuDF, which approach provides the most optimized performance while ensuring comprehensive insights?

                                        Answer: D


                                        NEW QUESTION # 157
                                        You are using RAPIDS cuML to train a regression model on a dataset with features of varying scales (temperature in Celsius, revenue in thousands, customer age). To improve model performance, you decide to standardize the data.
                                        Which approach correctly standardizes the data using NVIDIA technologies?

                                        Answer: A


                                        NEW QUESTION # 158
                                        A retail company needs to design a real-time ETL workflow to process millions of sales records per second from multiple sources. The data needs to be cleaned, aggregated, and stored for real-time analytics.
                                        Which NVIDIA-powered solution is best suited for this workload?

                                        Answer: D


                                        NEW QUESTION # 159
                                        You are running a data science project on a cloud environment, where you need to optimize the GPU utilization for real-time data processing tasks.
                                        Which of the following practices should you consider to maximize GPU performance? (Select two)

                                        Answer: B,C


                                        NEW QUESTION # 160
                                        You are working with a large-scale social network dataset and need to analyze relationships between users to detect communities using the Louvain algorithm. Given the benefits of GPU acceleration, you decide to use cuGraph for this task.
                                        Which of the following statements best describes why cuGraph is beneficial for this workload?

                                        Answer: A


                                        NEW QUESTION # 161
                                        ......

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