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NVIDIA NCP-ADS Exam Syllabus Topics:

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

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                                        The NVIDIA NCP-ADS certification exam is one of the top-rated career booster certifications in the market. This NVIDIA-Certified-Professional Accelerated Data Science (NCP-ADS) certification offers a great opportunity for NVIDIA aspirants to validate their skills and knowledge. By doing this they can gain several personal and professional benefits. These NCP-ADS Certification benefits help them not only prove their expertise but also enable them to gain multiple career opportunities in the highly competitive market.

                                        NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q143-Q148):

                                        NEW QUESTION # 143
                                        A financial services company is using NVIDIA RAPIDS cuML to train a credit risk assessment model.
                                        The dataset contains hundreds of numerical and categorical features, including loan amount, credit score, income, employment history, and previous loan defaults.
                                        To optimize feature selection using NVIDIA technologies, which approach should they take?

                                        Answer: B


                                        NEW QUESTION # 144
                                        Which of the following best describes a key advantage of using cloud-based GPU instances for machine learning model training?

                                        Answer: B


                                        NEW QUESTION # 145
                                        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: D


                                        NEW QUESTION # 146
                                        You are training a machine learning model using scikit-learn-like API on a dataset with millions of samples and thousands of features. You need to optimize both training time and inference speed using NVIDIA technologies.
                                        Which solution is the most appropriate?

                                        Answer: A


                                        NEW QUESTION # 147
                                        You are working with a dataset where numerical features have different scales. To ensure uniformity across features, you decide to standardize the data using NVIDIA RAPIDS cuML.
                                        Which of the following methods correctly standardizes the data in a GPU-accelerated manner?

                                        Answer: C


                                        NEW QUESTION # 148
                                        ......

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