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Computing for Data Analysis
edX
Course
Advanced
Free to Audit
Certificate

Computing for Data Analysis

The Georgia Institute of Technology

A hands-on introduction to basic programming principles and practice relevant to modern data analysis, data mining, and machine learning.

9 hrs/week15 weeksEnglish61,481 enrolled
Free to Audit

About this Course

The modern data analysis pipeline involves collection, preprocessing, storage, analysis, and interactive visualization of data. The goal of this course, part of the Analytics: Essential Tools and Methods MicroMasters program, is for you to learn how to build these components and connect them using modern tools and techniques. In the course, you’ll see how computing and mathematics come together. For instance, “under the hood” of modern data analysis lies numerical linear algebra, numerical optimization, and elementary data processing algorithms and data structures. Together, they form the foundations of numerical and data-intensive computing. The hands-on component of this course will develop your proficiency with modern analytical tools. You will learn how to mash up Python, R, and SQL through Jupyter notebooks, among other tools. Furthermore, you will apply these tools to a variety of real-world datasets, thereby strengthening your ability to translate principles into practice.

What You'll Learn

  • The goal of this course, part of the Analytics: Essential Tools and Methods MicroMasters program, is for you to learn how to build these components and connect them using modern tools and techniques.

Instructors

R

Richard (Rich) Vuduc

Professor of Computational Science and Engineering

Topics

Data Processing
Data Structures
Data Mining
Numerical Linear Algebra
Algorithms
R (Programming Language)
Mathematical Optimization
Python (Programming Language)
SQL (Programming Language)
Jupyter
Data Analysis

Course Info

PlatformedX
LevelAdvanced
PacingUnknown
CertificateAvailable
PriceFree to Audit

Skills

معالجة البيانات
هياكل البيانات
تنقيب البيانات
الجبر الخطي العددي
الخوارزميات
R (Programming Language)
Mathematical Optimization
Python (Programming Language)
SQL (Programming Language)
Jupyter

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