Differences

This shows you the differences between two versions of the page.

--- skill-tree:bda:b [2020/07/19 19:17] – lucy
+++ skill-tree:bda:b [2025/11/05 11:30] (current) – external edit 127.0.0.1
@@ Line 1: / Line 1: @@
-# BDA-B Big Data Analytics
+# BDA Big Data Analytics
-# Background
 The analysis of large volumes of data is essential in HPC.
 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.
 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.
-# Aim
+## Learning Outcomes
-  * To convey principles and tools that can be used for effective data analysis.
-# Outcomes
+* Examine some theoretical principles of big data.
-  * 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.
+* Contrast the different steps in data processing from preparation, to post-processing, and visualization and analysis.
-  * Compose a workflow consisting of HPC and big data tools to analyze the data.
+* Describe and apply the concepts of artificial intelligence and data science.
+* Compose a workflow consisting of HPC and big data tools to analyze the data.
+* Apply statistical evaluation techniques to assess the generalization and reliability of ML models and benchmark AI models at scale with a focus on consistency, fairness, and comparability.
 # Subskills
-  * [[skill-tree:bda:1:b]]
-  * [[skill-tree:bda:2:b]]
+* [[skill-tree:bda:1:b]]
-  * [[skill-tree:bda:3:b]]
+* [[skill-tree:bda:2:b]]
-  * [[skill-tree:bda:4:b]]
+* [[skill-tree:bda:3:b]]
+* [[skill-tree:bda:4:b]]
+* [[skill-tree:bda:5:b]]
+* [[skill-tree:bda:6:b]]
+* [[skill-tree:bda:6:b]]
+* [[skill-tree:bda:7:b]]