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NVIDIA NCP-ADS Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Manipulation and Software Literacy | 19% | - Performance profiling and optimization tools - GPU-accelerated ETL workflows - Dependency management and containerization - Data processing libraries selection and usage |
| Topic 2: Data Analysis | 14% | - Time-series analysis and anomaly detection - Exploratory Data Analysis (EDA) - Distributed and parallel data processing - Data visualization and graph analytics |
| Topic 3: MLOps | 19% | - Model deployment and serving - Monitoring, logging and maintenance - End-to-end workflow management - Pipeline automation and orchestration |
| Topic 4: GPU and Cloud Computing | 16% | - CRISP-DM and data science methodology - Resource management and scaling strategies - GPU architecture and acceleration principles - Cloud GPU environments and deployment |
| Topic 5: Machine Learning | 15% | - GPU-accelerated ML frameworks and algorithms - Model training and hyperparameter tuning - Distributed training strategies - Model evaluation and validation |
| Topic 6: Data Preparation | 17% | - Feature engineering and data type optimization - Data validation and quality assurance - Workflow monitoring and bottleneck identification - Data cleaning, preprocessing and transformation |
NVIDIA-Certified-Professional Accelerated Data Science Sample Questions:
1. You are using RAPIDS and Dask-cuDF to process a large-scale ETL pipeline. The workflow involves multiple join and groupby operations, which are causing excessive shuffling.
How can you best optimize caching to reduce shuffle overhead?
A) Cache data using Apache Arrow's in-memory format, but process all operations on CPU.
B) Split the dataset into multiple smaller Pandas DataFrames and store them in memory for quick retrieval.
C) Force every operation to be recomputed from the raw dataset to ensure accurate results.
D) Use dask.persist() to store frequently accessed cuDF DataFrames in GPU memory, reducing recomputation and shuffle operations.
2. You are working on a large-scale social network analysis project using cuGraph. Your goal is to identify the most influential individuals in the network based on their connectivity and reach.
Which of the following cuGraph algorithms would be the most appropriate choice for this task?
A) Louvain Clustering
B) PageRank
C) Connected Components
D) Single Source Shortest Path (SSSP)
3. You are training a deep learning model for image classification and want to optimize its hyperparameters, including learning rate, batch size, and number of layers.
Which of the following techniques is the most effective for efficiently searching through a high- dimensional hyperparameter space?
A) Bayesian Optimization
B) Random Search
C) Gradient Descent
D) Grid Search
4. You are using NVIDIA DLProf to analyze the performance of a deep learning model deployed on an A100 GPU. The report indicates that compute-bound operations are dominating execution time, and kernel execution efficiency is below 50%.
What is the best action to take based on this insight?
A) Use DLProf's Tensor Core Analysis to check if the model is leveraging Tensor Cores effectively.
B) Enable mixed precision training to improve computational efficiency.
C) Increase the batch size to fully utilize available GPU memory and reduce per-sample processing overhead.
D) Reduce the number of layers in the model to decrease computation time.
5. 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?
A) Use the median to fill missing values, convert all numerical values into categorical bins, and apply Min-Max scaling.
B) Standardize the dataset using the mean and standard deviation, but keep missing values and outliers unchanged to avoid data manipulation.
C) Remove all rows with missing values and outliers to ensure only clean data is used.
D) Replace missing values with the mean, apply z-score normalization, and clip extreme outliers based on a threshold (e.g., 3 standard deviations).
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: A | Question # 5 Answer: D |
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