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Data Structures and Algorithms Specialization

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Course Features

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Duration

3 months

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Delivery Method

Online

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Available on

Limited Access

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Accessibility

Desktop, Laptop

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Language

English

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Subtitles

English

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Level

Advanced

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Effort

9 hours per week

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Teaching Type

Self Paced

Course Description

This course is designed to provide a deep understanding of data organization and the efficient use of operations such as searching, sorting, and indexing. It is particularly focused on data science applications and is suitable for learners interested in large-scale programming, even without expertise in data science. The course covers the basics of data structures and algorithms, including arrays, hash-tables, heaps, sorting algorithms, searching algorithms, and traversal algorithms.

The course also offers the opportunity to earn academic credit through the Master of Science in Data Science (MSDS) degree at CU Boulder. This degree program is interdisciplinary, bringing together faculty members from CU Boulder's departments in Applied Mathematics, Computer Science, and Information Science. The MS-DS degree is open to individuals with a variety of education and work experience in information science, computer science, statistics, and mathematics.

Overall, this course provides a comprehensive introduction to data structures and algorithms for data science, offering essential knowledge for building high-performance data science applications.

Course Overview

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International Faculty

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Instructor-Moderated Discussions

Skills You Will Gain

What You Will Learn

Create applications that are supported by highly efficient algorithms and data structures for the task at hand

Design algorithms and analyze their complexity in terms of running time and space usage

Explain fundamental concepts for algorithmic searching and sorting

Organize, store and process data efficiently using sophisticated data structures and algorithms

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