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University of Cape Town: Data Science with Python
Gain meaningful insights from data to inform your decision making.
This Course Includes
edx
0 (0 reviews )
8 weeks at 7-10 hours per week
english
Online - Self Paced
executive education
University of Cape Town
About University of Cape Town: Data Science with Python
About this CourseIn a world that’s increasingly data-driven, organizations need professionals who can extract meaningful insights from data to make better business decisions. On the Data Science with Python online short course from the University of Cape Town (UCT), you’ll have the opportunity to develop practical data science and analysis skills for use in everyday business scenarios. Over the course of eight weeks, you’ll cover widely applicable Python libraries and learn how these methods can be, and are, used in day-to-day business situations. Gain an introduction into statistical learning, which will provide a foundation on the mechanics of machine learning. You’ll explore supervised learning using tree-based models and neural networks, as well as unsupervised learning using K-means and hierarchical clustering. You’ll also learn about the process of revealing more robust patterns to ensure models are useful. This course is aimed at professionals who want to close any gaps they may have in their data science skills and knowledge. IT professionals who need to rapidly enhance their data science toolkit with demonstrable and practical skills would benefit from the technical nature of the content. Professionals working in a variety of industries will learn how to increase efficiencies and identify new opportunities for their organization with key data and programming skills. This course is technical in nature. It is strongly recommended that you have a basic understanding of mathematics, statistics, and at least one programming language if you wish to reap the full benefits of the course.
What You Will Learn?
- Discover how to solve business problems using statistical learning as you work through the weekly modules of this online short course..
- 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.