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| Section | Weight | Objectives |
|---|
| Topic 1: Machine Learning | 15% | - GPU-accelerated ML frameworks and algorithms - Model evaluation and validation - Distributed training strategies - Model training and hyperparameter tuning
|
| Topic 2: Data Manipulation and Software Literacy | 19% | - Data processing libraries selection and usage - GPU-accelerated ETL workflows - Performance profiling and optimization tools - Dependency management and containerization
|
| Topic 3: GPU and Cloud Computing | 16% | - GPU architecture and acceleration principles - CRISP-DM and data science methodology - Resource management and scaling strategies - Cloud GPU environments and deployment
|
| Topic 4: Data Analysis | 14% | - Distributed and parallel data processing - Exploratory Data Analysis (EDA) - Time-series analysis and anomaly detection - Data visualization and graph analytics
|
| Topic 5: MLOps | 19% | - Monitoring, logging and maintenance - Pipeline automation and orchestration - Model deployment and serving - End-to-end workflow management
|
| Topic 6: Data Preparation | 17% | - Data validation and quality assurance - Data cleaning, preprocessing and transformation - Feature engineering and data type optimization - Workflow monitoring and bottleneck identification
|
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NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q23-Q28):
NEW QUESTION # 23
You are consulting for a retail company that collects data from daily sales transactions, customer interactions, and inventory tracking across multiple locations. They are unsure whether their dataset qualifies as big data and which processing method would be most suitable.
Which of the following characteristics best indicate that the dataset requires big data processing and acceleration techniques?
- A. The dataset includes a mix of numerical and categorical variables, requiring additional preprocessing
- B. The dataset exceeds the memory capacity of a single machine and requires distributed or GPU- accelerated processing
- C. The dataset contains more than 1 million records, making it impossible to process using pandas
- D. The dataset is stored in multiple relational database tables, making querying inefficient
Answer: B
NEW QUESTION # 24
A data scientist is training a deep learning model on an NVIDIA GPU but is encountering out-of- memory (OOM) errors.
To optimize GPU memory usage while maintaining efficient training performance, which of the following strategies should they prioritize?
- A. Increasing batch size without adjusting the optimizer settings
- B. Using mixed precision training with automatic loss scaling
- C. Storing all training data in GPU memory at once
- D. Using single-precision (FP32) calculations for better accuracy
Answer: B
NEW QUESTION # 25
A data science team is deploying a deep learning model for real-time inference. The model is optimized for inference on an NVIDIA A100 GPU, but the team notices that inference latency is higher than expected.
Which of the following optimizations is most effective in reducing inference latency?
- A. Reduce the model size by randomly pruning neurons without retraining.
- B. Enable CPU offloading to balance the workload between the CPU and GPU.
- C. Increase the batch size significantly to improve GPU utilization.
- D. Use mixed-precision inference with TensorRT to accelerate computation.
Answer: D
NEW QUESTION # 26
A data engineer is preparing a dataset for training a deep learning model. The dataset contains numerical features with missing values, outliers, and inconsistent units.
Which of the following strategies is the most appropriate for ensuring a standardized and clean dataset?
- A. Use the median to fill missing values, convert all numerical values into categorical bins, and apply Min-Max scaling.
- B. Standardize the dataset using the mean and standard deviation, but keep missing values and outliers unchanged to avoid data manipulation.
- C. Replace missing values with the mean, apply z-score normalization, and clip extreme outliers based on a threshold (e.g., 3 standard deviations).
- D. Remove all rows with missing values and outliers to ensure only clean data is used.
Answer: C
NEW QUESTION # 27
Which of the following scenarios are most appropriate for using GPU acceleration when working with large-scale datasets in machine learning? (Select two)
- A. Running a deep learning model for image classification with millions of labeled images.
- B. Using decision trees for a classification task with a dataset of 1 million rows and 20 features.
- C. Running a large ensemble of simple models (e.g., random forests) on a dataset of 10 million rows.
- D. Training a large-scale natural language processing (NLP) model on text data with billions of words.
- E. Performing exploratory data analysis (EDA) on a dataset of 100,000 rows with 10 features.
Answer: A,D
NEW QUESTION # 28
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