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NVIDIA NCP-ADS Exam Syllabus Topics:

SectionWeightObjectives
Data Manipulation and Software Literacy19%- GPU-accelerated data manipulation using cuDF
  • 1. Groupby, apply, and aggregation operations
  • 2. cuDF vs pandas API mapping and usage
  • 3. Data integration, joining, merging, and filtering
- Distributed computing with Dask
  • 1. Scaling data operations across multiple GPUs
  • 2. Dask-cuDF for parallel data processing
- Software literacy and development tools
  • 1. Python, NumPy, pandas, Jupyter proficiency
  • 2. RAPIDS ecosystem (cuDF, cuML, cuGraph, cuPy)
Machine Learning15%- Feature engineering and hyperparameter tuning
  • 1. Batching and memory-efficient training methods
  • 2. Hyperparameter tuning techniques
  • 3. Feature engineering for ML models
- Model training with GPU acceleration
  • 1. Multi-GPU training strategies
  • 2. Selection of appropriate algorithms for GPU execution
  • 3. Training models using cuML and GPU-accelerated XGBoost
- Deep learning frameworks integration
  • 1. Overfitting vs underfitting concepts
  • 2. Using RAPIDS with TensorFlow and PyTorch
Data Preparation17%- Data cleaning and quality handling
  • 1. Handling missing values and data quality issues
  • 2. Data governance and compliance
- GPU-accelerated ETL workflows
  • 1. Efficient processing and storage with Parquet
  • 2. RAPIDS-based ETL pipelines
- Feature engineering
  • 1. Feature engineering for numerical and categorical variables
  • 2. Dimensionality reduction and data sampling
- Data loading and preprocessing
  • 1. NVIDIA DALI for high-performance data loading
  • 2. Handling class imbalance and generating synthetic data
Data Analysis14%- Time-series analysis
  • 1. Time-series data handling and forecasting
  • 2. Anomaly detection in time-series datasets
- Graph analytics
  • 1. Creating and analyzing graph data using cuGraph
  • 2. Node importance evaluation and network relationship visualization
- Visualization
  • 1. Selecting appropriate plots for different analysis goals
  • 2. Visualizing data using Plotly and Matplotlib
- Exploratory data analysis
  • 1. Descriptive statistics and summary analysis
  • 2. Performing EDA on GPU-accelerated datasets
GPU and Cloud Computing16%- GPU architecture and fundamentals
  • 1. CPU vs GPU workloads and memory transfer optimization
  • 2. GPU architecture fundamentals for data science
- GPU resource management
  • 1. Efficient GPU resource allocation and scheduling
- Cloud GPU environments
  • 1. Cloud-based GPU instance configuration
  • 2. Containerized workflow deployment on cloud
- Performance optimization
  • 1. Single and multi-GPU performance optimization
  • 2. Mixed precision and bottleneck analysis
  • 3. Memory profiling with DLProf
MLOps19%- Containerization and environment management
  • 1. Docker for reproducible GPU-accelerated workflows
  • 2. Conda environment management
- Model monitoring and management
  • 1. Monitoring production models for drift and performance degradation
  • 2. Managing model artifacts and configurations for reproducibility
- Experiment tracking
  • 1. Benchmarking workflows and selecting optimal hardware
  • 2. MLflow, Weights & Biases, and custom tracking tools
- Model deployment and serving
  • 1. Model saving, loading, and prediction generation
  • 2. Production deployment strategies

NVIDIA-Certified-Professional Accelerated Data Science Sample Questions:

1. You need to set up an isolated, GPU-accelerated environment for a deep learning project that requires specific CUDA, cuDNN, and RAPIDS versions.
Which of the following best ensures a reproducible environment using Docker?

A) Install NVIDIA drivers manually inside a Docker container every time it runs.
B) Use a system-wide CUDA installation and mount the /usr/local/cuda directory into the container to provide GPU support.
C) Build a container from an Ubuntu base image and manually install all dependencies without specifying versions.
D) Use the nvidia/cuda base image and specify the required RAPIDS and deep learning libraries in a Dockerfile.


2. You are performing data cleansing on a large dataset using CuDF. The dataset contains numerical values, some of which are outliers. You need to remove or adjust these outliers to make your model training more robust.
Which of the following approaches should you consider for handling outliers efficiently in CuDF? (Select two)

A) Using dropna() to remove rows with outliers
B) Using quantile() to calculate the interquartile range (IQR) and filter out outliers
C) Using clip() to set a maximum and minimum threshold for numerical values
D) Using applymap() to apply a custom function for handling outliers


3. A machine learning engineer is working with a 1 TB dataset stored in Apache Parquet format and wants to analyze the data for patterns before building a model. The engineer is considering various acceleration methods.
Which of the following approaches would be the best choice for efficient analysis?

A) Convert the Parquet file to a Pandas DataFrame and perform analysis using Pandas functions.
B) Read the Parquet file line by line using Python's built-in file handling functions to save memory.
C) Use a GPU-accelerated library such as RAPIDS cuDF to load and process the Parquet file efficiently.
D) Load the dataset into a relational database and query it using simple SQL statements.


4. What is the primary advantage of using NVIDIA Triton Inference Server for deploying and monitoring machine learning models in production?

A) It automatically tunes hyperparameters for all models.
B) It is designed solely for edge devices and not for data centers.
C) It only supports TensorFlow models for inference.
D) It provides GPU optimization to handle high-throughput inference workloads.


5. You are comparing the performance of GPU-accelerated deep learning models on two cloud platforms: AWS EC2 and Google Cloud Platform (GCP). You want to design a benchmark that evaluates GPU resource utilization, processing time, and cost-efficiency for training models with large datasets.
Which actions should you take to implement an effective benchmark? (Select two)

A) Measure both GPU utilization and network latency between the cloud platform and your data storage location.
B) Limit the benchmarking tests to a single model architecture for each cloud platform.
C) Run each model on the same GPU type and instance size across both cloud platforms.
D) Only consider the cost of GPU resources for each cloud provider without factoring in data storage and transfer costs.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: B,C
Question # 3
Answer: C
Question # 4
Answer: D
Question # 5
Answer: A,C

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