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From Data to Insight: The Hidden Logic of Computational Science · SUN
Audio Course
Psychology & Relationships
From Data to Insight: The Hidden Logic of Computational Science
Introduction
0:00
2:41
Episodes
Transcript
0. Introduction
2:41
1. Welcome to the World of Computational & Data Science
5:25
2. Algorithms & Complexity: The Engine of Computation
7:28
3. Data Structures: Organizing Information Efficiently
7:42
4. Probability Foundations for Data Science
5:43
5. Statistical Inference: From Data to Insight
4:33
6. Supervised Machine Learning: Classification & Regression
4:24
7. Unsupervised Learning: Clustering & Dimensionality Reduction
5:37
8. Scalable Computing & Data Engineering
3:26
9. Ethics, Reproducibility, and the Future of CDS
5:18
