What you will learn

To recall and articulate the fundamental concepts and principles of discrete math, calculus, linear algebra, and probability theory.
To apply the acquired knowledge to solve problems across various areas of artificial intelligence.
To gain familiarity with essential Python packages for data analysis, visualization, numeric computing, and machine learning.
To write and debug simple programs in Python, including using functions, object-oriented programming, and built-in data structures like lists and dictionaries.
To understand and be able to use basic functionality in NumPy, Matplotlib, Sci-kit learn, and Pandas.

Program Overview

Expert instruction

2 skill-building courses

2 months

1 - 3 hours per week

$135

~~$150~~USD

For the full program experience

Courses in this program

ColumbiaX's Essential Math for AI Programming & Data Structures Professional Certificate
Essential Math for AI
Programming & Data Structures
Job Outlook

Lecturer in the discipline of natural language processing in the Department of Computer Science

Columbia University

Experts from ColumbiaX committed to teaching online learning

$135

~~$150~~USD

2 courses in 2 months

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