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University of Cape Town

Data Science with Python

University of Cape Town via GetSmarter

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Overview

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Duration: 8 weeks (excluding orientation)

In today's data-centric world, businesses require professionals who can extract meaningful insights from data to facilitate better decision-making. The University of Cape Town (UCT) offers the Data Science with Python online short course to enable individuals to acquire practical data science and analysis skills that can be applied in everyday business scenarios.

During the eight-week course, you’ll become familiar with Python libraries widely used in various industries and learn how to employ these methods to solve day-to-day business challenges. The data science course provides an introduction to statistical learning, which lays the foundation for the mechanics of machine learning. You’ll examine tree-based models and neural networks for supervised learning, K-means, and hierarchical clustering for unsupervised learning. Additionally, you’ll learn about the process of discovering more robust patterns to ensure that the models are useful.

Syllabus

  • Orientation module: Welcome to your Online Campus
  • Module 1: Data science and statistical learning
  • Module 2: Tree-based methods
  • Module 3: Managing the complexity of tree-based methods
  • Module 4: Neural networks
  • Module 5: Managing the complexity of neural networks
  • Module 6: K-means clustering
  • Module 7: Hierarchical clustering
  • Module 8: Data science in the real world

Taught by

Etienne Pienaar and Grant Oosterwyk

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