Here are open lectures that introduce you to the basic ideas and techniques of artificial intelligence, machine learning and natural language processing.
Instructors: Professor Pieter Abbeel and Professor Dan Klein. This course introduces the basic ideas and techniques underlying the design of intelligent computer systems.
Artificial Intelligence (MIT OCW)
Instructor: Professor Patrick Henry Winston. This course introduces students to the basic knowledge representation, problem solving, and learning methods of artificial intelligence.
Introduction to Artificial Intelligence (University of British Columbia)
Instructor: Professor Alan Mackworth. The major topics covered will include reasoning and representation, search, constraint satisfaction problems, planning, logic, reasoning under uncertainty, and planning under uncertainty.
Artificial Intelligence (Hochschule Ravensburg-Weingarten Univ.)
Instructor: Professor Wolfgang Ertel. This course provides an overview of the field of Artificial Intelligence (AI) with its current widespread ramifications.
Artificial Intelligence (IIT Kharagpur)
Instructor: Prof.P.Dasgupta. The course covers lessons in Introduction to Artificial Intelligence, Problem Solving by Search, Searching with Costs, Heuristic Search: A* and Beyond, Searching Game Trees, ...
Artificial Intelligence (IIT Kharagpur)
Instructors: Prof. Anupam Basu and Prof. S. Sarkar. The course will cover basic ideas and techniques underlying the design of intelligent computer systems.
Artificial Intelligence: Knowledge Representation and Reasoning
Instructor: Prof. Deepak Khemani, IIT Madras. An intelligent agent needs to be able to solve problems in its world.
Machine Learning (Stanford Univ.)
Taught by Professor Andrew Ng, this course provides a broad introduction to machine learning and statistical pattern recognition.
Machine Learning (Caltech)
This is an introductory course by Caltech Professor Yaser Abu-Mostafa on machine learning that covers the basic theory, algorithms, and applications.
Machine Learning and Data Mining (University of British Columbia)
Instructor: Professor Nando de Freitas. This course will provide an introduction to machine learning and data mining. It will teach the basic principles and skills required for analysing data in a principled way.
Natural Language Processing (Stanford Univ.)
Instructor: Professor Christopher D. Manning. This course is designed to introduce students to the fundamental concepts and ideas in natural language processing (NLP).
Natural Language Processing (IIT Bombay)
Instructor: Prof. Pushpak Bhattacharyya. Sound : Biology of Speech Processing; Place and Manner of Articulation; Word Boundary Detection; Argmax based computations; HMM and Speech Recognition. ...
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