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| Section | Weight | Objectives |
|---|
| 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
|
| Machine Learning | 15% | - Model evaluation and validation - Model training and hyperparameter tuning - GPU-accelerated ML frameworks and algorithms - Distributed training strategies
|
| Data Preparation | 17% | - Data validation and quality assurance - Workflow monitoring and bottleneck identification - Data cleaning, preprocessing and transformation - Feature engineering and data type optimization
|
| Data Analysis | 14% | - Distributed and parallel data processing - Data visualization and graph analytics - Time-series analysis and anomaly detection - Exploratory Data Analysis (EDA)
|
| MLOps | 19% | - Monitoring, logging and maintenance - Model deployment and serving - Pipeline automation and orchestration - End-to-end workflow management
|
| GPU and Cloud Computing | 16% | - GPU architecture and acceleration principles - CRISP-DM and data science methodology - Cloud GPU environments and deployment - Resource management and scaling strategies
|
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NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q147-Q152):
NEW QUESTION # 147
Which NVIDIA technology is specifically designed for accelerating deep learning workloads in the cloud?
- A. TensorRT
- B. NVIDIA Jetson
- C. NVIDIA A100
- D. NVIDIA Tesla
Answer: C
NEW QUESTION # 148
Which of the following hardware components is most critical for accelerating the training of deep learning models?
- A. Central Processing Unit (CPU)
- B. Solid State Drive (SSD)
- C. Random Access Memory (RAM)
- D. Graphics Processing Unit (GPU)
Answer: D
NEW QUESTION # 149
You are working with a 10-terabyte dataset containing structured and unstructured data. Your goal is to perform ETL (Extract, Transform, Load) operations efficiently while leveraging GPU acceleration for distributed processing.
Which of the following frameworks would be the best choice for handling this workload?
- A. Apache Spark with its default CPU-based execution
- B. Hadoop MapReduce
- C. RAPIDS + Dask for distributed GPU-accelerated ETL
- D. Pandas with multiprocessing
Answer: C
NEW QUESTION # 150
You are tasked with processing a large dataset using multiple GPUs to accelerate computation. You decide to use Dask to implement data parallelism with NVIDIA's RAPIDS framework to maximize GPU utilization.
Which of the following steps is essential for efficiently distributing the workload across multiple GPUs in Dask?
- A. Use dask.dataframe.repartition() to distribute data evenly across multiple GPUs.
- B. Set up a single Dask dataframe without partitioning and rely on automatic workload balancing.
- C. Use dask_cuda.LocalCUDACluster() to create a multi-GPU cluster and dask.distributed.Client() to manage execution.
- D. Manually allocate GPU memory using cupy for each worker instead of using Dask's scheduler.
Answer: C
NEW QUESTION # 151
You are working on a machine learning dataset with millions of rows and want to optimize performance on a GPU using CuDF. One of the features in your dataset represents categorical data with a limited number of unique values.
Which of the following data types should you use to maximize performance while reducing memory usage?
- A. int64
- B. bool
- C. object (string)
- D. category
Answer: D
NEW QUESTION # 152
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