Quiz NVIDIA - Updated NCP-ADS - NVIDIA-Certified-Professional Accelerated Data Science Latest Exam Test

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| Section | Weight | Objectives |
|---|
| Data Analysis | 14% | - Exploratory Data Analysis (EDA)
- 1. Use cuGraph for graph analytics
- 2. Detect anomalies in time series datasets
- 3. Perform time series analysis and visualization
|
| Data Manipulation and Software Literacy | 19% | - ETL and Data Processing Workflows
- 1. GPU-accelerated ETL design and implementation
- 2. Distributed data processing frameworks (Dask)
- 3. Data caching and performance optimization
|
| Data Preparation | 17% | - Data Cleaning and Transformation
- 1. cuDF and pandas data preprocessing
- 2. Synthetic data generation with RAPIDS
- 3. Data normalization and standardization
|
| GPU and Cloud Computing | 16% | - GPU Optimization and Infrastructure
- 1. Benchmarking GPU workflows
- 2. Docker and Conda environment management
- 3. CRISP-DM workflow execution
|
| MLOps | 19% | - Deployment and Monitoring
- 1. Memory and capacity evaluation
- 2. Performance benchmarking and optimization
- 3. Model deployment in production environments
|
| Machine Learning | 15% | - Model Development and Optimization
- 1. Multi-GPU training comparison
- 2. Memory optimization techniques (mixed precision, batching)
- 3. Feature engineering
- 4. Hyperparameter tuning
|
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Free PDF Quiz NVIDIA - Marvelous NCP-ADS - NVIDIA-Certified-Professional Accelerated Data Science Latest Exam Test
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NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q39-Q44):
NEW QUESTION # 39
A data scientist is working with large-scale datasets in a RAPIDS AI pipeline and needs to efficiently process and organize the data while leveraging GPU acceleration.
Which of the following approaches best ensures optimized processing and memory management when using NVIDIA technologies?
- A. Store data in a pandas DataFrame first and then convert it to cuDF only when GPU operations are needed.
- B. Process data using Apache Spark on CPU before transferring results to GPU for model training.
- C. Write intermediate data to disk as CSV files before reading them back into RAPIDS AI to avoid memory overflow.
- D. Use cuDF to store and process data in GPU memory, leveraging its vectorized operations for transformations and aggregations.
Answer: D
NEW QUESTION # 40
When deciding whether to use GPU acceleration or a traditional CPU approach for a machine learning task, which of the following factors should be considered to determine if the data qualifies as "big data" and whether GPU acceleration is beneficial? (Select two)
- A. The dataset must be over 100GB in size to qualify as big data and warrant GPU acceleration.
- B. CPU-based machine learning methods are always more effective for small datasets, regardless of the algorithm used.
- C. The complexity of the algorithm being used plays a crucial role in deciding whether to use GPU acceleration, with more complex algorithms benefiting from parallel computation.
- D. The size of the dataset in terms of rows and columns is irrelevant when determining if it qualifies as big data.
- E. GPU acceleration is beneficial when the dataset can be divided into independent chunks that can be processed in parallel.
Answer: C,E
NEW QUESTION # 41
You are working on a data science project that involves processing large-scale financial transaction data. You want to optimize data manipulation operations using NVIDIA's RAPIDS cuDF.
Which of the following approaches best leverages NVIDIA technologies for efficient data manipulation?
- A. Preprocess the data using Apache Spark's CPU-based DataFrame API before transferring it to a GPU for machine learning.
- B. Load the dataset into a Pandas DataFrame and use multi-threading to speed up operations.
- C. Use cuDF DataFrames for data manipulation and rely on GPU-accelerated functions like .groupby(),
.merge(), and .applymap(). - D. Convert the dataset into a SQLite database and execute SQL queries to perform data transformations.
Answer: C
NEW QUESTION # 42
You are tasked with profiling a deep learning model using NVIDIA's DLProf to identify performance bottlenecks and optimize resource utilization.
Which of the following statements correctly describes the capabilities of DLProf?
- A. DLProf only works with TensorFlow models and does not support PyTorch-based workloads.
- B. DLProf can generate detailed reports that highlight kernel-level execution times and GPU utilization trends.
- C. DLProf requires significant modifications to the source code to collect profiling data.
- D. DLProf is primarily designed for debugging model accuracy rather than performance analysis.
Answer: B
NEW QUESTION # 43
A data scientist is analyzing a large time-series dataset containing stock price movements of thousands of companies over a decade. The dataset is stored as a cuDF DataFrame and contains millions of rows. The scientist wants to visualize trends and patterns interactively while leveraging GPU acceleration.
Which of the following approaches is the most efficient for visualizing this time-series data?
- A. Use matplotlib with plt.plot() while applying df.to_pandas() to convert data.
- B. Use cuXfilter with a cuDF DataFrame to generate interactive visualizations directly on the GPU.
- C. Convert the cuDF DataFrame to Pandas and use matplotlib for plotting.
- D. Use seaborn with a sampled subset of the dataset to generate line plots.
Answer: B
NEW QUESTION # 44
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