NVIDIA NCP-ADS Q&A - in .pdf

  • NCP-ADS pdf
  • Exam Code: NCP-ADS
  • Exam Name: NVIDIA-Certified-Professional Accelerated Data Science
  • Updated: Sep 01, 2026
  • Q & A: 303 Questions and Answers
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NVIDIA NCP-ADS Exam Syllabus Topics:

SectionWeightObjectives
Data Preparation17%- Feature engineering
  • 1. Dimensionality reduction and data sampling
  • 2. Feature engineering for numerical and categorical variables
- GPU-accelerated ETL workflows
  • 1. Efficient processing and storage with Parquet
  • 2. RAPIDS-based ETL pipelines
- Data loading and preprocessing
  • 1. NVIDIA DALI for high-performance data loading
  • 2. Handling class imbalance and generating synthetic data
- Data cleaning and quality handling
  • 1. Data governance and compliance
  • 2. Handling missing values and data quality issues
Data Analysis14%- Time-series analysis
  • 1. Anomaly detection in time-series datasets
  • 2. Time-series data handling and forecasting
- Graph analytics
  • 1. Node importance evaluation and network relationship visualization
  • 2. Creating and analyzing graph data using cuGraph
- Visualization
  • 1. Visualizing data using Plotly and Matplotlib
  • 2. Selecting appropriate plots for different analysis goals
- Exploratory data analysis
  • 1. Descriptive statistics and summary analysis
  • 2. Performing EDA on GPU-accelerated datasets
Machine Learning15%- Deep learning frameworks integration
  • 1. Overfitting vs underfitting concepts
  • 2. Using RAPIDS with TensorFlow and PyTorch
- Feature engineering and hyperparameter tuning
  • 1. Batching and memory-efficient training methods
  • 2. Feature engineering for ML models
  • 3. Hyperparameter tuning techniques
- Model training with GPU acceleration
  • 1. Training models using cuML and GPU-accelerated XGBoost
  • 2. Multi-GPU training strategies
  • 3. Selection of appropriate algorithms for GPU execution
Data Manipulation and Software Literacy19%- GPU-accelerated data manipulation using cuDF
  • 1. Data integration, joining, merging, and filtering
  • 2. Groupby, apply, and aggregation operations
  • 3. cuDF vs pandas API mapping and usage
- Software literacy and development tools
  • 1. Python, NumPy, pandas, Jupyter proficiency
  • 2. RAPIDS ecosystem (cuDF, cuML, cuGraph, cuPy)
- Distributed computing with Dask
  • 1. Dask-cuDF for parallel data processing
  • 2. Scaling data operations across multiple GPUs
GPU and Cloud Computing16%- GPU resource management
  • 1. Efficient GPU resource allocation and scheduling
- GPU architecture and fundamentals
  • 1. CPU vs GPU workloads and memory transfer optimization
  • 2. GPU architecture fundamentals for data science
- Cloud GPU environments
  • 1. Containerized workflow deployment on cloud
  • 2. Cloud-based GPU instance configuration
- Performance optimization
  • 1. Memory profiling with DLProf
  • 2. Mixed precision and bottleneck analysis
  • 3. Single and multi-GPU performance optimization
MLOps19%- Model monitoring and management
  • 1. Managing model artifacts and configurations for reproducibility
  • 2. Monitoring production models for drift and performance degradation
- Experiment tracking
  • 1. Benchmarking workflows and selecting optimal hardware
  • 2. MLflow, Weights & Biases, and custom tracking tools
- Model deployment and serving
  • 1. Model saving, loading, and prediction generation
  • 2. Production deployment strategies
- Containerization and environment management
  • 1. Conda environment management
  • 2. Docker for reproducible GPU-accelerated workflows

NVIDIA-Certified-Professional Accelerated Data Science Sample Questions:

Question 1

You are working with a large dataset that contains missing values in multiple columns. Your goal is to prepare this dataset for training a machine learning model on an NVIDIA GPU using RAPIDS.
Which of the following approaches is the most efficient method to handle missing values in this scenario?

A. Apply a deep learning-based imputation model before moving data to the GPU
B. Convert the dataset to a NumPy array and manually replace missing values with the mean
C. Drop all rows containing missing values using Pandas before transferring data to the GPU
D. Use fillna() with a fixed value on the GPU using cuDF


Question 2

You have a multi-GPU cluster running RAPIDS with Dask to process a large dataset stored in Apache Parquet format. During execution, you notice some GPUs are underutilized, while others are overloaded, leading to uneven processing times.
What is the most effective way to balance the workload across GPUs?

A. Use Dask's adaptive scaling to dynamically adjust the number of GPU workers
B. Increase the number of worker threads per GPU manually
C. Split the dataset into smaller chunks manually and assign them to GPUs
D. Switch to a CPU-based framework like Spark to distribute the load evenly


Question 3

You are processing a large-scale transportation network graph using NVIDIA cuGraph. The graph is extremely large, consuming almost all available GPU memory. Performance is deteriorating, and some computations fail due to memory exhaustion.
What is the best approach to efficiently handle this large graph while keeping computations on the GPU?

A. Store the graph as a large Python dictionary and use cuGraph only for specific queries.
B. Manually split the graph into chunks and process each chunk separately without any coordination.
C. Convert the graph into a NetworkX graph and process it on the CPU to reduce GPU memory usage.
D. Use cuGraph's multi-GPU support via Dask-cuGraph to distribute the graph across multiple GPUs.


Question 4

Which of the following best describes the role of MLOps in the context of NVIDIA technologies for deploying machine learning models in production? (Select two)

A. MLOps ensures that models trained on GPUs can only run on GPUs during deployment
B. MLOps frameworks support version control and automation, ensuring reproducibility and scalability of ML workflows
C. MLOps helps manage the lifecycle of machine learning models, ensuring efficient collaboration and model governance
D. MLOps replaces the need for data preprocessing during training and deployment


Question 5

You are working on a large-scale graph analysis problem that involves computing the shortest paths between nodes in a massive social network dataset. You decide to leverage NVIDIA RAPIDS cuGraph for accelerated computation.
Which of the following cuGraph functions should you use?

A. cugraph.k_truss()
B. cugraph.sssp()
C. cugraph.pagerank()
D. cugraph.label_propagation()


Solutions:

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

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