What you would learn in Data Science Foundations: Data Structures and Algorithms Specialization course?
The development of fast and highly efficient data science applications requires an in-depth understanding of how data is structured in a computer and the best way to perform tasks like sorting and indexing, searching, and sorting. This course will cover the basics of algorithms and data structure, particularly in applications in data science. This particularization targets learners interested in developing applications that process vast amounts of data (expertise in data science is not necessary) who are familiar with Python programming fundamentals. Learn about data structures like heaps, arrays, hash-tables, and graphs, along with algorithms such as sorting and traversal, searching, and the shortest path algorithm.
The courses offered in this area are available to earn academic credits in CU Boulder's Master of Science in Data Science (MS-DS) degree offered through Coursera. Coursera platform. The MS-DS is an interdisciplinarity program that brings together professors from the departments at CU Boulder, including Applied Mathematics, Computer Science, Information Science, and other departments. With admissions based on performance and no application procedure, The MS-DS program is ideal for those with a wide selection of undergraduate degrees or professional expertise in computer science, information science, mathematics, and statistics.
Applied Learning Project
Learners can solve problems with data structures by studying and developing algorithms for sorting, searching, and indexing, creating graphs and trees and dealing with complexity. Courses also include conceptual algorithm design problems and opportunities to program data structures/algorithms in the python programming language.
Content of the Course:
Store, organize, and process data effectively using sophisticated databases and sophisticated algorithms
Create algorithms and evaluate their complexity in the context of the time required to run and the space used
Develop applications that are backed by highly effective algorithms as well as data structures that are optimized for the task in the task at hand
Introduce the basic concepts of algorithmic sorting and searching
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