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CS50’s Introduction to Artificial Intelligence with Python

This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory behind graph search algorithms, classification, optimization, reinforcement learning, and other topics in artificial intelligence and machine learning as they incorporate them into their own Python programs. By course’s end, students emerge with experience in libraries for machine learning as well as knowledge of artificial intelligence principles that enable them to design intelligent systems of their own.

Course related:

COMP3011 Design and Analysis of Algorithms, COMP1001 Problem Solving Methodology in Information Technology, COMP4434 Artificial Intelligence, and COMP2011 Data Structures

Subjects:

Human-Computer Interaction and Computing

Keywords:

Computer programming Computer science Python (Computer program language) Artificial intelligence

Resource Type:

Courseware
e-book

The Crystal Ball Instruction Manual Volume One: Introduction to Data Science

A perfect introduction to the exploding field of Data Science for the curious, first-time student. The author brings his trademark conversational tone to the important pillars of the discipline: exploratory data analysis, choices for structuring data, causality, machine learning principles, and introductory Python programming using open-source Jupyter Notebooks. This engaging read will allow any dedicated learner to build the skills necessary to contribute to the Data Science revolution, regardless of background.

Subjects:

Computing

Keywords:

Data mining Computer science Artificial intelligence Textbooks

Resource Type:

e-book

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CS50’s Introduction to Artificial Intelligence with Python

The Crystal Ball Instruction Manual Volume One: Introduction to Data Science

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