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| Section | Weight | Objectives |
|---|
| Topic 1: 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
|
| Topic 2: Machine Learning | 15% | - Model Development and Optimization
- 1. Memory optimization techniques (mixed precision, batching)
- 2. Multi-GPU training comparison
- 3. Hyperparameter tuning
- 4. Feature engineering
|
| Topic 3: MLOps | 19% | - Deployment and Monitoring
- 1. Model deployment in production environments
- 2. Performance benchmarking and optimization
- 3. Memory and capacity evaluation
|
| Topic 4: GPU and Cloud Computing | 16% | - GPU Optimization and Infrastructure
- 1. CRISP-DM workflow execution
- 2. Docker and Conda environment management
- 3. Benchmarking GPU workflows
|
| Topic 5: Data Preparation | 17% | - Data Cleaning and Transformation
- 1. Data normalization and standardization
- 2. Synthetic data generation with RAPIDS
- 3. cuDF and pandas data preprocessing
|
| Topic 6: 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
|
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NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q156-Q161):
NEW QUESTION # 156
A data scientist is analyzing a large dataset of financial transactions containing millions of records.
To efficiently perform exploratory data analysis (EDA) using RAPIDS cuDF, which approach provides the most optimized performance while ensuring comprehensive insights?
- A. Perform all analysis on the CPU to avoid potential GPU memory limitations.
- B. Convert the dataset to a Pandas DataFrame for easier visualization and use .describe() to summarize statistics.
- C. Downsample the dataset and analyze a subset using Pandas for efficiency.
- D. Use RAPIDS cuDF functions like .describe() and .value_counts() to perform statistical summaries directly on the GPU.
Answer: D
NEW QUESTION # 157
You are using RAPIDS cuML to train a regression model on a dataset with features of varying scales (temperature in Celsius, revenue in thousands, customer age). To improve model performance, you decide to standardize the data.
Which approach correctly standardizes the data using NVIDIA technologies?
- A. Use cuml.StandardScaler() to transform the features to have a mean of zero and a standard deviation of one.
- B. Use cuml.MinMaxScaler() to scale the features to a range of [0,1] without adjusting for mean and variance.
- C. Use cuml.PCA() to reduce the dimensionality of the dataset, which also standardizes feature variance.
- D. Use numpy.mean() and numpy.std() to manually standardize the dataset before feeding it into the GPU.
Answer: A
NEW QUESTION # 158
A retail company needs to design a real-time ETL workflow to process millions of sales records per second from multiple sources. The data needs to be cleaned, aggregated, and stored for real-time analytics.
Which NVIDIA-powered solution is best suited for this workload?
- A. Use standard Apache Spark on CPU clusters and move transformed data to GPU storage
- B. Perform ETL with cuGraph to model sales data as a graph before storage
- C. Use NumPy to perform array-based operations on sales data before inserting into a database
- D. Use NVIDIA Spark RAPIDS to accelerate ETL processing within Apache Spark on GPUs
Answer: D
NEW QUESTION # 159
You are running a data science project on a cloud environment, where you need to optimize the GPU utilization for real-time data processing tasks.
Which of the following practices should you consider to maximize GPU performance? (Select two)
- A. Prioritize using CPU for computationally expensive tasks and reserve GPU for I/O operations.
- B. Use NVIDIA CUDA libraries optimized for data science tasks to accelerate computations.
- C. Use data parallelism techniques to split the workload evenly across multiple GPUs.
- D. Scale the cloud infrastructure vertically by increasing the size of the GPU in use.
- E. Implement model inference in a batch mode rather than in a real-time streaming mode for better performance.
Answer: B,C
NEW QUESTION # 160
You are working with a large-scale social network dataset and need to analyze relationships between users to detect communities using the Louvain algorithm. Given the benefits of GPU acceleration, you decide to use cuGraph for this task.
Which of the following statements best describes why cuGraph is beneficial for this workload?
- A. cuGraph enables parallel computation on the GPU, significantly speeding up community detection tasks compared to traditional CPU-based implementations.
- B. cuGraph does not support weighted graphs, making it less useful for real-world social network analysis.
- C. Running graph algorithms on a GPU leads to higher latency due to the overhead of data movement between CPU and GPU.
- D. cuGraph primarily accelerates deep learning tasks and is not optimized for graph-based algorithms.
Answer: A
NEW QUESTION # 161
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