#AI & #ML Lecture 1 : Introduction to Artificial Intelligence (AI) and Machine Learning (ML)
SECourses
#ArtificialIntelligence #MachineLearning #Software #Engineering #Course Hello everyone. My name is Furkan Gözükara, and I am a Computer Engineer Ph.D. Assistant Professor at the Software Engineering department.
In this course, starting from ground to the advanced level Artificial Intelligence and Machine Learning course will be taught.
Artificial Intelligence (AI) and Machine Learning (ML) Full Course with C# Examples Playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffskVschrADCL6KEnL_nqDtgD
GitHub repository of the course : https://github.com/FurkanGozukara/CSE419-Artificial-Intelligence-and-Machine-Learning-2020
Discord channel link of the course : https://discord.gg/6Mrb8MwteQ How to use Discord : https://youtu.be/AEwPtYiLvsQ
This course requires you to be knowing a programming language or be able to utilize an Artificial Intelligence and Machine Learning tool.
Therefore, if you want to start learning to program or develop your other Software Engineering related skills, you can watch our below full courses:
[1] Introduction to Programming Full Course with C# playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffskoSXySh0MdiayPJsBZ7m2o
[2] Object Oriented Programming Full Course with C# playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffsnH3XJb66FDIHh1yHwWC26I
[3] Artificial Intelligence (AI) and Machine Learning (ML) Full Course with C# Examples playlist: https://www.youtube.com/playlist?list=PL_pbwdIyffskVschrADCL6KEnL_nqDtgD
[4] Software Engineering Full Course playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffslgxMVyXhnHiSn_EWTvx1G-
[5] Security of Information Systems Full Course playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffslM_o92NwkaUzD7C6Fekx26
[6] (Turkish) Bilgisayar Becerileri Tam Ders playlist : https://www.youtube.com/playlist?list=PL_pbwdIyffsmyE2e909ea1MXLcMb8MenG
In Lecture 1 the following topics are briefly explained and discussed. Many of them will be thoroughly explained, covered and discussed in the future lectures:
- Introduction to Artificial Intelligence and Machine Learning
- Definitions of Intelligence
- Overview of Artificial Intelligence
- Design methodology and goals
- Systems that act like humans
- Acting Humanly: The Turing Test
- What would a computer need to pass the Turing test?
- Acting Humanly: The Full Turing Test
- What would a computer need to pass the full Turing test?
- Systems that think like humans
- Thinking Humanly: Cognitive Science
- Systems that think rationally
- Thinking Rationally: Laws of Thought
- Systems that act rationally
- Acting Rationally: The Rational Agent Approach
- Why study AI?
- Applications of AI
- How to achieve AI?
- Major Branches of AI
- AI Prehistory
- AI History
- AI State of the art
- Natural Language Processing (NLP)
- NLP Applications
- Robotics
- Robotics: What Can Robots Do?
- Machine Learning
- Machine Learning : Classification: Applications
- Machine Learning : Face Recognition
- Expert Systems
- Expert Systems: Architecture
- Genetic Algorithms
- Genetic Algorithms : Some GA Application Types
- Information Retrieval (IR)
- IR: Possible approaches
- IR: Indexed Based IR Systems
- Computer Vision
- Why computer vision matters
- Computer Vision : Optical character recognition (OCR)
- Computer Vision : Face detection
- Neural Networks ... https://www.youtube.com/watch?v=IOMO-kcqxJ8
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