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[ FreeCourseWeb.com ] Artificial Intelligence: A Complete Introduction
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MP4 | Video: h264, 1280x720 | Audio: AAC, 48 KHz, 2 Ch
Genre: eLearning | Language: English + .srt | Duration: 22 lectures (3 hour, 48 mins) | Size: 1.45 GB
Comprehensive fundamentals of Artificial Intelligence: Machine Learning, Fuzzy Logic, Evolutionary Computation
What you'll learn
The motivations and definitions of Artificial Intelligence (AI)
The importance of AI through statistics and many real-world examples of AI applications
Different branches of AI to get an overview of the domain
Introduction to Machine Learning, the most important branch of AI today
Different types of Machine Learning: supervised learning, unsupervised learning, and reinforcement learning
Linear Regression: one variable, multiple variables, cost function, gradient descent algorithm
Logistic Regression: decision boundary, binary classification, multinomial classification
Artificial Neural Network: architecture, forward propagation, back propagation, deep learning
Introduction to Fuzzy Logic
Fuzzy control system
Introduction to Evolutionary Computation
Genetic algorithm
Requirements
A little basic knowledge in maths would help (basic concepts of vector, derivatives, integrals) otherwise it is not too important because I will explain the lectures carefully.
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