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| Section | Weight | Objectives |
|---|
| MLOps | 19% | - Deployment and Monitoring
- 1. Model deployment in production environments
- 2. Performance benchmarking and optimization
- 3. Memory and capacity evaluation
|
| Machine Learning | 15% | - Model Development and Optimization
- 1. Memory optimization techniques (mixed precision, batching)
- 2. Hyperparameter tuning
- 3. Multi-GPU training comparison
- 4. Feature engineering
|
| Data Analysis | 14% | - Exploratory Data Analysis (EDA)
- 1. Use cuGraph for graph analytics
- 2. Perform time series analysis and visualization
- 3. Detect anomalies in time series datasets
|
| Data Manipulation and Software Literacy | 19% | - ETL and Data Processing Workflows
- 1. GPU-accelerated ETL design and implementation
- 2. Data caching and performance optimization
- 3. Distributed data processing frameworks (Dask)
|
| GPU and Cloud Computing | 16% | - GPU Optimization and Infrastructure
- 1. CRISP-DM workflow execution
- 2. Benchmarking GPU workflows
- 3. Docker and Conda environment management
|
| Data Preparation | 17% | - Data Cleaning and Transformation
- 1. Data normalization and standardization
- 2. cuDF and pandas data preprocessing
- 3. Synthetic data generation with RAPIDS
|
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The NVIDIA NCP-ADS certification exam is one of the top-rated career booster certifications in the market. This NVIDIA-Certified-Professional Accelerated Data Science (NCP-ADS) certification offers a great opportunity for NVIDIA aspirants to validate their skills and knowledge. By doing this they can gain several personal and professional benefits. These NCP-ADS Certification benefits help them not only prove their expertise but also enable them to gain multiple career opportunities in the highly competitive market.
NVIDIA-Certified-Professional Accelerated Data Science Sample Questions (Q143-Q148):
NEW QUESTION # 143
A financial services company is using NVIDIA RAPIDS cuML to train a credit risk assessment model.
The dataset contains hundreds of numerical and categorical features, including loan amount, credit score, income, employment history, and previous loan defaults.
To optimize feature selection using NVIDIA technologies, which approach should they take?
- A. Keep all features in the dataset to ensure the model captures as much information as possible, even if some features are redundant.
- B. Use cuML's feature selection algorithms, such as Recursive Feature Elimination (RFE), to identify the most important predictors.
- C. Avoid feature selection, as modern deep learning models are capable of automatically handling redundant and irrelevant features.
- D. Convert all numerical features into categorical variables to simplify the data and reduce the need for feature selection.
Answer: B
NEW QUESTION # 144
Which of the following best describes a key advantage of using cloud-based GPU instances for machine learning model training?
- A. Cloud GPUs are always more cost-effective than on-premise GPUs, as they do not incur long-term usage costs.
- B. Cloud GPUs provide dynamically scalable resources, allowing users to increase or decrease compute power based on demand without upfront hardware investment.
- C. Cloud-based GPU instances offer lower latency and better network performance compared to on- premise deployments, regardless of geographical location.
- D. Cloud GPU instances cannot support containerized workloads, limiting their applicability for MLOps and CI/CD pipelines.
Answer: B
NEW QUESTION # 145
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.MinMaxScaler() to scale the features to a range of [0,1] without adjusting for mean and variance.
- B. Use numpy.mean() and numpy.std() to manually standardize the dataset before feeding it into the GPU.
- C. Use cuml.PCA() to reduce the dimensionality of the dataset, which also standardizes feature variance.
- D. Use cuml.StandardScaler() to transform the features to have a mean of zero and a standard deviation of one.
Answer: D
NEW QUESTION # 146
You are training a machine learning model using scikit-learn-like API on a dataset with millions of samples and thousands of features. You need to optimize both training time and inference speed using NVIDIA technologies.
Which solution is the most appropriate?
- A. Use NVIDIA RAPIDS cuML for GPU-accelerated machine learning model training.
- B. Use NVIDIA Modulus to accelerate machine learning training and feature selection.
- C. Use NVIDIA Triton Inference Server to train the model efficiently on a single GPU.
- D. Use NVIDIA Magnum IO to optimize machine learning model parameters on the GPU.
Answer: A
NEW QUESTION # 147
You are working with a dataset where numerical features have different scales. To ensure uniformity across features, you decide to standardize the data using NVIDIA RAPIDS cuML.
Which of the following methods correctly standardizes the data in a GPU-accelerated manner?
- A. df = df.apply(lambda x: (x - x.mean()) / x.std(), axis=1)
- B. df = (df - df.mean()) / df.std()
- C. 1. scaler = cuml.preprocessing.StandardScaler() 2. df = scaler.fit_transform(df)
- D. df = (df - df.min()) / (df.max() - df.min())
Answer: C
NEW QUESTION # 148
......
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