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Data Science with Python
edX
Executive Education
Beginner
Free to Audit

Data Science with Python

University of Cape Town

Gain meaningful insights from data to inform your decision making.

8 hrs/week8 weeksEnglish20 enrolled
Free to Audit

About this Course

In 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. 39:T15bf,<

What You'll Learn

  • On completion of this course, you’ll walk away with:The ability to apply data science and analysis techniques to inform decision-making. The tools to build and modify robust models in order to help solve business problems. A practical grounding in the widely used Jupyter Notebook. The ability to fit data to a model using Python in order to gain insight into business problems. A certificate of completion from UCT as validation of your new data science skill set, and unlimited access to edX’s Career Engagement Network, offering you exclusive resources and events to support your professional journey and drive your career forward.

Topics

R (Programming Language)
Hierarchical Clustering
Basic Math
Python (Programming Language)
Data Science
Statistical Learning Theory
Mechanics
K-Means Clustering
Unsupervised Learning
Machine Learning
Supervised Learning
Artificial Neural Networks

Course Info

PlatformedX
LevelBeginner
PacingUnknown
PriceFree to Audit

Skills

لغة البرمجة R
التجميع الهرمي
الرياضيات الأساسية
لغة البرمجة بايثون
علم البيانات
Statistical Learning Theory
Mechanics
K-Means Clustering
Unsupervised Learning
Machine Learning

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