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NVIDIA NCP-ADS real answers - NVIDIA-Certified-Professional Accelerated Data Science

NCP-ADS
  • Exam Code: NCP-ADS
  • Exam Name: NVIDIA-Certified-Professional Accelerated Data Science
  • Updated: Sep 21, 2026
  • Q & A: 303 Questions and Answers
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NVIDIA NCP-ADS Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: MLOps19%- Model monitoring and management
  • 1. Managing model artifacts and configurations for reproducibility
  • 2. Monitoring production models for drift and performance degradation
- Containerization and environment management
  • 1. Conda environment management
  • 2. Docker for reproducible GPU-accelerated workflows
- Experiment tracking
  • 1. MLflow, Weights & Biases, and custom tracking tools
  • 2. Benchmarking workflows and selecting optimal hardware
- Model deployment and serving
  • 1. Production deployment strategies
  • 2. Model saving, loading, and prediction generation
Topic 2: GPU and Cloud Computing16%- GPU architecture and fundamentals
  • 1. CPU vs GPU workloads and memory transfer optimization
  • 2. GPU architecture fundamentals for data science
- GPU resource management
  • 1. Efficient GPU resource allocation and scheduling
- Performance optimization
  • 1. Mixed precision and bottleneck analysis
  • 2. Single and multi-GPU performance optimization
  • 3. Memory profiling with DLProf
- Cloud GPU environments
  • 1. Cloud-based GPU instance configuration
  • 2. Containerized workflow deployment on cloud
Topic 3: Data Analysis14%- Time-series analysis
  • 1. Anomaly detection in time-series datasets
  • 2. Time-series data handling and forecasting
- Visualization
  • 1. Selecting appropriate plots for different analysis goals
  • 2. Visualizing data using Plotly and Matplotlib
- Graph analytics
  • 1. Node importance evaluation and network relationship visualization
  • 2. Creating and analyzing graph data using cuGraph
- Exploratory data analysis
  • 1. Performing EDA on GPU-accelerated datasets
  • 2. Descriptive statistics and summary analysis
Topic 4: Data Preparation17%- Data cleaning and quality handling
  • 1. Data governance and compliance
  • 2. Handling missing values and data quality issues
- Feature engineering
  • 1. Feature engineering for numerical and categorical variables
  • 2. Dimensionality reduction and data sampling
- Data loading and preprocessing
  • 1. NVIDIA DALI for high-performance data loading
  • 2. Handling class imbalance and generating synthetic data
- GPU-accelerated ETL workflows
  • 1. Efficient processing and storage with Parquet
  • 2. RAPIDS-based ETL pipelines
Topic 5: Machine Learning15%- Model training with GPU acceleration
  • 1. Selection of appropriate algorithms for GPU execution
  • 2. Training models using cuML and GPU-accelerated XGBoost
  • 3. Multi-GPU training strategies
- 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
Topic 6: Data Manipulation and Software Literacy19%- GPU-accelerated data manipulation using cuDF
  • 1. cuDF vs pandas API mapping and usage
  • 2. Data integration, joining, merging, and filtering
  • 3. Groupby, apply, and aggregation operations
- 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

NVIDIA-Certified-Professional Accelerated Data Science Sample Questions:

Question #1

You have deployed a deep learning model for image classification in a production environment, but inference latency is high. You need to optimize the model to reduce response time while maintaining accuracy.
Which NVIDIA technology is best suited for this task?

  • A. NVIDIA Clara Imaging to improve deep learning inference for image classification workloads.
  • B. NVIDIA RAPIDS cuML to optimize deep learning inference using GPU-accelerated ML algorithms.
  • C. NVIDIA DeepStream to process image classification models for low-latency inference in batch mode.
  • D. NVIDIA TensorRT to optimize and accelerate deep learning inference by reducing model size and execution time.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #2

You need to deploy a machine learning model on a GPU-equipped system. The GPU has 16GB of VRAM, and the model requires approximately 12GB of memory during inference. However, additional system processes and other applications consume 5GB of VRAM.
What would happen if you attempt to run inference without making any optimizations, and how should you resolve the issue?

  • A. The model will run without issues because 16GB of VRAM is sufficient for a 12GB model
  • B. Switching from a GPU to CPU inference will resolve memory issues without performance loss
  • C. The model will run successfully but with reduced performance due to memory fragmentation
  • D. The model will fail to run due to out-of-memory (OOM) errors, and using a smaller batch size can help reduce memory usage
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #3

You are working with a large dataset using NVIDIA RAPIDS cuDF and need to normalize a numerical column (price) to scale its values between 0 and 1.
Which of the following approaches correctly normalizes the column using cuDF?

  • A. df["price"] = ( 2. df["price"] - df["price"].min() 3. ) / (df["price"].max() - df["price"].min())
  • B. df["price"] = df["price"] / df["price"].max()
  • C. df["price"] = df["price"].applymap( 2. lambda x: (x - df["price"].min()) 3. / (df["price"].max() - df["price"].min()) 4. )
  • D. df["price"] = (df["price"] - df["price"].mean()) / df["price"].std()
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #4

You are working on a large-scale graph analysis project using NVIDIA cuGraph for accelerated computations. Your dataset consists of millions of nodes and edges representing social network interactions. You need to efficiently compute PageRank while minimizing memory usage.
Which of the following techniques would be the most effective?

  • A. Use cuGraph's sparse matrix representation to store graph data and perform computations efficiently.
  • B. Convert the graph into an adjacency list format and store it in Python dictionaries for faster lookups.
  • C. Manually unroll loops and precompute node ranks in a NumPy array before feeding them into cuGraph.
  • D. Use Pandas DataFrames to manage the graph structure and leverage Pandas indexing for efficient queries.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #5

You are working with a social network dataset containing millions of user interactions and need to identify influential users based on their connectivity and interactions.
Which approach using NVIDIA's cuGraph library is the most appropriate for this task?

  • A. Apply cuGraph's K-Means clustering to group users with similar connectivity patterns.
  • B. Run a breadth-first search (BFS) on the entire graph to find the most influential users.
  • C. Use cuGraph's DBSCAN clustering to detect communities in the social network.
  • D. Use cuGraph's PageRank algorithm to rank users based on their importance in the network.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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