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| Section | Weight | Objectives |
|---|
| Machine Learning | 15% | - 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. Hyperparameter tuning techniques
- 2. Batching and memory-efficient training methods
- 3. Feature engineering for ML models
|
| MLOps | 19% | - Experiment tracking
- 1. MLflow, Weights & Biases, and custom tracking tools
- 2. Benchmarking workflows and selecting optimal hardware
- Model monitoring and management
- 1. Monitoring production models for drift and performance degradation
- 2. Managing model artifacts and configurations for reproducibility
- Containerization and environment management
- 1. Conda environment management
- 2. Docker for reproducible GPU-accelerated workflows
- Model deployment and serving
- 1. Model saving, loading, and prediction generation
- 2. Production deployment strategies
|
| Data Manipulation and Software Literacy | 19% | - GPU-accelerated data manipulation using cuDF
- 1. cuDF vs pandas API mapping and usage
- 2. Groupby, apply, and aggregation operations
- 3. Data integration, joining, merging, and filtering
- Software literacy and development tools
- 1. RAPIDS ecosystem (cuDF, cuML, cuGraph, cuPy)
- 2. Python, NumPy, pandas, Jupyter proficiency
- Distributed computing with Dask
- 1. Scaling data operations across multiple GPUs
- 2. Dask-cuDF for parallel data processing
|
| Data Preparation | 17% | - Data cleaning and quality handling
- 1. Handling missing values and data quality issues
- 2. Data governance and compliance
- Feature engineering
- 1. Feature engineering for numerical and categorical variables
- 2. Dimensionality reduction and data sampling
- Data loading and preprocessing
- 1. Handling class imbalance and generating synthetic data
- 2. NVIDIA DALI for high-performance data loading
- GPU-accelerated ETL workflows
- 1. Efficient processing and storage with Parquet
- 2. RAPIDS-based ETL pipelines
|
| Data Analysis | 14% | - Visualization
- 1. Visualizing data using Plotly and Matplotlib
- 2. Selecting appropriate plots for different analysis goals
- Graph analytics
- 1. Creating and analyzing graph data using cuGraph
- 2. Node importance evaluation and network relationship visualization
- Exploratory data analysis
- 1. Descriptive statistics and summary analysis
- 2. Performing EDA on GPU-accelerated datasets
- Time-series analysis
- 1. Time-series data handling and forecasting
- 2. Anomaly detection in time-series datasets
|
| GPU and Cloud Computing | 16% | - GPU architecture and fundamentals
- 1. GPU architecture fundamentals for data science
- 2. CPU vs GPU workloads and memory transfer optimization
- Cloud GPU environments
- 1. Cloud-based GPU instance configuration
- 2. Containerized workflow deployment on cloud
- 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
|
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NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q224-Q229):
NEW QUESTION # 224
You are working on a large-scale social network analysis project using cuGraph. Your goal is to identify the most influential individuals in the network based on their connectivity and reach.
Which of the following cuGraph algorithms would be the most appropriate choice for this task?
- A. PageRank
- B. Single Source Shortest Path (SSSP)
- C. Connected Components
- D. Louvain Clustering
Answer: A
NEW QUESTION # 225
You are tasked with selecting the optimal data processing library for an AI project that involves handling varying dataset sizes. The project must be flexible enough to scale from small datasets (a few GBs) to large datasets (hundreds of GBs or more) using NVIDIA technologies.
Which of the following libraries would you choose for optimal performance at both small and large scales?
- A. CUDA Toolkit
- B. cuDF
- C. Dask
- D. PyTorch
Answer: B
NEW QUESTION # 226
You are working on a large-scale machine learning workload that involves training a deep learning model using multiple GPUs. You want to leverage Dask to implement data parallelism efficiently using NVIDIA GPUs.
Which of the following approaches best achieves data parallelism in this context?
- A. Use Dask DataFrame to parallelize deep learning model training across multiple GPUs
- B. Leverage Dask-CUDA to automatically assign computations to available GPUs using the worker pool
- C. Run a single large Dask task on the CPU and use Dask-MPI for multi-GPU execution
- D. Use Dask with CuPy to distribute NumPy-based computations across multiple GPUs
Answer: B
NEW QUESTION # 227
You are setting up a GPU-accelerated data science environment that includes NVIDIA RAPIDS, PyTorch, TensorFlow, and other libraries for machine learning and data processing.
Given that these frameworks have different dependencies and version requirements, what is the best approach to avoid software conflicts while ensuring reproducibility across multiple environments?
- A. Install all packages globally using pip on the system-wide Python installation to ensure consistency.
- B. Manually download and compile each library from source to guarantee compatibility across all versions.
- C. Use a single Docker container with the latest versions of all dependencies installed system-wide.
- D. Use Conda to create isolated virtual environments for each project and install dependencies via conda-forge or NVIDIA channels.
Answer: D
NEW QUESTION # 228
Which of the following is the primary benefit of using NVIDIA RAPIDS in the context of data science workflows?
- A. It enables real-time data streaming and analytics
- B. It simplifies the creation of visualizations for large datasets
- C. It speeds up the preprocessing and analysis of large datasets by utilizing GPUs
- D. It allows for the implementation of reinforcement learning algorithms
Answer: C
NEW QUESTION # 229
......
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