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1. You are working on a financial dataset that tracks stock prices over time, and you need to detect anomalies such as sudden spikes or drops using NVIDIA technologies.
Which of the following approaches would be the most effective for anomaly detection in a time-series dataset using NVIDIA's RAPIDS AI and TensorRT?
A) Use traditional ARIMA modeling with RAPIDS cuML to classify anomalies based on residual analysis.
B) Perform anomaly detection by applying DBSCAN clustering with RAPIDS cuML without any feature engineering.
C) Use RAPIDS cuML's Isolation Forest for anomaly detection and deploy it with NVIDIA Triton Inference Server.
D) Apply a traditional rule-based thresholding method using pandas and NumPy for detecting sudden spikes in stock prices.
2. What is the primary advantage of using NVIDIA Triton Inference Server for deploying and monitoring machine learning models in production?
A) It is designed solely for edge devices and not for data centers.
B) It automatically tunes hyperparameters for all models.
C) It provides GPU optimization to handle high-throughput inference workloads.
D) It only supports TensorFlow models for inference.
3. A data scientist is using NVIDIA RAPIDS to perform statistical analysis as part of exploratory data analysis (EDA) on a dataset containing millions of product reviews. They need to compute basic descriptive statistics such as mean, median, and variance efficiently.
Which of the following methods is the most appropriate for performing these calculations on GPUs?
A) Use NumPy's statistical functions, such as numpy.mean() and numpy.var()
B) Use a traditional SQL database to compute statistics and then transfer results to the GPU
C) Convert the dataset into a PyTorch tensor and use PyTorch's statistical methods
D) Use cuDF's built-in statistical functions like .mean(), .median(), and .var()
4. You are working with a dataset consisting of 100 million records stored in a distributed system. The dataset includes numerical and categorical variables, requiring both exploratory data analysis (EDA) and machine learning model training. The processing time using traditional CPU-based methods is too slow.
Which of the following techniques would be the most effective acceleration method to handle this workload efficiently?
A) Reduce the dataset to a smaller sample size before processin
B) Use RAPIDS cuDF for GPU-accelerated data processing
C) Scale up to a high-core-count CPU machine
D) Store the dataset in a relational database and query it using SQL
5. You are tasked with optimizing a data science workflow to scale across multiple GPUs using Dask.
Which of the following approaches would be most effective for implementing data parallelism in this scenario? (Select two)
A) Manually partition the dataset and assign each partition to a specific GPU using dask.delayed
B) Use dask_cuda's CUDACluster to manage the multi-GPU setup and parallelize computations
C) Use Dask's default scheduler to distribute work across GPUs without any specific configuration
D) Run the computation on a single GPU and let Dask handle CPU parallelism automatically
E) Use Dask's distributed scheduler along with dask_cuda to handle GPU resources for parallel processing
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: C | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: B,E |
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