Overview
Syllabus
1. Introduction and Scope.
2. Reasoning: Goal Trees and Problem Solving.
3. Reasoning: Goal Trees and Rule-Based Expert Systems.
4. Search: Depth-First, Hill Climbing, Beam.
5. Search: Optimal, Branch and Bound, A*.
6. Search: Games, Minimax, and Alpha-Beta.
7. Constraints: Interpreting Line Drawings.
8. Constraints: Search, Domain Reduction.
9. Constraints: Visual Object Recognition.
10. Introduction to Learning, Nearest Neighbors.
11. Learning: Identification Trees, Disorder.
12a: Neural Nets.
12b: Deep Neural Nets.
13. Learning: Genetic Algorithms.
14. Learning: Sparse Spaces, Phonology.
15. Learning: Near Misses, Felicity Conditions.
16. Learning: Support Vector Machines.
17. Learning: Boosting.
18. Representations: Classes, Trajectories, Transitions.
19. Architectures: GPS, SOAR, Subsumption, Society of Mind.
21. Probabilistic Inference I.
22. Probabilistic Inference II.
23. Model Merging, Cross-Modal Coupling, Course Summary.
Mega-R1. Rule-Based Systems.
Mega-R2. Basic Search, Optimal Search.
Mega-R3. Games, Minimax, Alpha-Beta.
Mega-R4. Neural Nets.
Mega-R5. Support Vector Machines.
Mega-R6. Boosting.
Mega-R7. Near Misses, Arch Learning.
Taught by
Prof. Patrick Henry Winston
Tags
Reviews
4.8 rating, based on 18 Class Central reviews
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The teacher knew their stuff and explained everything about artificial intelligence really well.
The content was amazing. They covered everything about AI, from the basics to the advanced stuff, in a really clear way. The best part was how the teacher made difficult ideas easy to understand. A complete detailed understanding on Artificial Intelligence. Very best teaching & providing clarifications. -
**Objective:** To apply my knowledge and skills in Artificial Intelligence (AI) towards addressing societal challenges and fostering innovation, with a focus on ethical and responsible AI development. **Skills:** - Proficient in AI concepts includi…
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Many reviews of artificial intelligence technologies tend to highlight the benefits of AI in improving efficiency, productivity, and decision-making in various industries. AI is often praised for its ability to process vast amounts of data quickly a…
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I recently completed the AI course, and it exceeded my expectations. The content was comprehensive, providing a solid understanding of AI principles and practices. I appreciated the step-by-step approach, which made complex topics like machine learning and neural networks easier to grasp.
The instructors were engaging and knowledgeable, with clear explanations and practical examples. The interactive elements, like quizzes and assignments, reinforced my learning. I also enjoyed the community aspect, where I could connect with fellow learners.
Overall, this course was a great investment in my learning journey, and I’d highly recommend it to anyone interested in AI. -
This course actually helped me to understand what artificial intelligence means in modern society and also I understand the concept used to develop AI to where we are today. It also serve as reference to me going forward concerning using AI to develop and accurately solve problems from whatever perspective in our lives. I also learn fundamental model that will help and guide in decision making . The only restriction I had in this course is limited examples and modern applications of most of instances they gave in the course if this lectures
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The trainer Kishor seemed knowledgeable and experienced. The hours were flexible, and he made a good effort to ensure that the material was properly understood. The environment was comfortable, and friendly, and even though it's a different culture to mine I still felt 'at home' and welcome in the environment. Kishor worked with a good practical syllabus designed to teach the concepts that are regularly used in the
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In fact, these hours that I have spent in this course were more than wonderful. I have learned many valuable things from it, from reasoning and research to merging models and their divisions. I wished that this course would be longer - lasting, so I hope that you will fill us more with such valuable information and courses that help us to improve ourselves in this field
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The content was amazing. They covered everything about AI, from the basics to the advanced stuff, in a really clear way. The best part was how the teacher made difficult ideas easy to understand. A complete detailed understanding on Artificial Intelligence. Very best teaching & providing clarifications.
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Thank you helped to learn new skill hoping for the certificate learned many new things empowered my skills and used to implement in career or education sector just keep doing and improve the audio quality
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Very good way of explaining and can help may people to learn and be future ready just a small suggestion to add questions for the viewers also so they can able to understand how much the under stand
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it was a great course and great learning from MIT lecturers from themselves.
hoping for more content like this and really excited to learn more about the artificial intelligence -
Good course to learn new concepts in artificial intelligence ..but what about certification to those who learnt this course.??
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“You communicate with your coworkers in a respectful manner, and you adapt easily to many situations.”
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Very informative and intuitive. The course actually goes into good depth concerning A.I. quizzes may be a good ideal to add to this course.
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This Course is very interesting and it covered all the things related to Artifical Inteligence, wonderful course
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It was so cool. Learn most out of it. It tecaches most areas of Artificial Intelligence with real-life scenarios
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Its a really indepth knowledgeable class
You can add more quizz
You can add more interactive sections
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