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NVIDIA NCP-ADS Exam Syllabus Topics:

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

                                        NVIDIA-Certified-Professional Accelerated Data Science Sample Questions:

                                        1. You are working with a dataset containing hundreds of millions of records, and you need to perform ETL operations such as filtering, joins, and aggregations. Given the dataset size, which NVIDIA- accelerated library should you use to achieve optimal performance?

                                        A) cuDF, as it provides GPU-accelerated DataFrame operations similar to Pandas, allowing for efficient processing of large datasets.
                                        B) NumPy, because it is optimized for numerical computing and offers better performance for handling tabular data.
                                        C) Pandas, as it is widely used and supports all common DataFrame operations, even for very large datasets.
                                        D) cuPy, because it provides GPU-accelerated array operations, making it the best option for processing tabular data.


                                        2. Which of the following methods are commonly used to handle missing data in data analysis? (Select two)

                                        A) Ignoring missing data entirely
                                        B) Using the mode to impute missing values
                                        C) Using a fixed constant value for imputation
                                        D) Removing rows with missing data
                                        E) Imputing with the mean or median of the feature


                                        3. You are working with a large dataset containing customer transactions and want to perform exploratory data analysis (EDA) efficiently. Given the dataset's size, you decide to use NVIDIA RAPIDS to accelerate the process.
                                        Which of the following approaches is the most effective for conducting EDA using NVIDIA technologies?

                                        A) Use RAPIDS cuDF to perform fast dataframe operations and visualize results with cuXfilter
                                        B) Use TensorFlow and Keras to preprocess the data before performing EDA
                                        C) Perform SQL queries on a CPU-based database for initial data analysis before GPU acceleration
                                        D) Load the dataset into Pandas and use Matplotlib for visualization


                                        4. You have developed a deep learning model using TensorFlow and trained it on an NVIDIA A100 GPU. The model is deployed in production and serves real-time inference requests. However, the inference latency is high, and you need to optimize performance without retraining the model.
                                        Which of the following approaches is the most effective for optimizing inference performance using NVIDIA technologies?

                                        A) Enable mixed precision training and retrain the model to improve inference speed.
                                        B) Convert the model to ONNX format and use TensorRT for inference optimization.
                                        C) Implement data augmentation techniques to improve inference efficiency.
                                        D) Reduce the batch size to decrease computational overhead and improve latency.


                                        5. A data scientist is working with an imbalanced dataset in a fraud detection project. The dataset contains 1 million transactions, but only 2% of them are labeled as fraudulent. To improve the performance of the model, the scientist decides to generate synthetic data using NVIDIA RAPIDS cuDF.
                                        Which of the following approaches is the best way to generate synthetic samples while preserving data characteristics?

                                        A) Use cudf.DataFrame.interpolate(method='linear') to create new fraudulent samples by interpolating between existing ones.
                                        B) Apply cuML.SMOTE() to generate synthetic samples based on the minority class distribution.
                                        C) Use cudf.DataFrame.sample(frac=0.5, replace=True) to oversample the minority class.
                                        D) Use cudf.DataFrame.append(cudf.DataFrame.random()) to create new fraudulent transactions.


                                        Solutions:

                                        Question # 1
                                        Answer: A
                                        Question # 2
                                        Answer: D,E
                                        Question # 3
                                        Answer: A
                                        Question # 4
                                        Answer: B
                                        Question # 5
                                        Answer: B

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