skill-tree:bda:b
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skill-tree:bda:b [2020/07/19 11:30] – external edit 127.0.0.1 | skill-tree:bda:b [2022/10/21 11:30] (current) – external edit 127.0.0.1 | ||
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Big data analytics covers concepts and tools to perform this task traditionally in the cloud environment -- that, compared to HPC systems, utilizes cheap and less-reliable hardware. | Big data analytics covers concepts and tools to perform this task traditionally in the cloud environment -- that, compared to HPC systems, utilizes cheap and less-reliable hardware. | ||
However, as tools and concepts matured, they are now applied in HPC environments as well. | However, as tools and concepts matured, they are now applied in HPC environments as well. | ||
+ | |||
HPC workloads utilize tools and methodology from Data Science (DS) and Artificial Intelligence (AI) to process data in order to obtain results quickly. | HPC workloads utilize tools and methodology from Data Science (DS) and Artificial Intelligence (AI) to process data in order to obtain results quickly. | ||
AI can be used inside simulations or to steer workflows, while data science can be used to find interesting patterns inside the data. | AI can be used inside simulations or to steer workflows, while data science can be used to find interesting patterns inside the data. | ||
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# Outcomes | # Outcomes | ||
- | * Describe and apply the concepts of artificial intelligence and data science | + | * Describe and apply the concepts of artificial intelligence and data science. |
- | * Differentiate the various tools that could be used in an HPC environment effectively | + | * Differentiate the various tools that could be used in an HPC environment effectively. |
- | * Compose a workflow consisting of HPC and big data tools to analyze the data | + | * Compose a workflow consisting of HPC and big data tools to analyze the data. |
# Subskills | # Subskills | ||
+ | * [[skill-tree: | ||
+ | * [[skill-tree: | ||
* [[skill-tree: | * [[skill-tree: | ||
* [[skill-tree: | * [[skill-tree: | ||
* [[skill-tree: | * [[skill-tree: | ||
* [[skill-tree: | * [[skill-tree: |
skill-tree/bda/b.1595151007.txt.gz · Last modified: 2020/07/19 11:30 by 127.0.0.1