Title: CS50's Introduction to Artificial Intelligence with Python
Location: US
Company: Harvard University
About this course: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, machine learning, large language models, and other topics in artificial intelligence 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.
graph search algorithms
adversarial search
knowledge representation
logical inference
probability theory
Bayesian networks
Markov models
constraint satisfaction
machine learning
reinforcement learning
neural networks
natural language processing
Learn to use machine learning in Python in this introductory course on artificial intelligence.
Duration: 7 weeks
Skills:
- Algorithms
- Artificial Intelligence
- Computer Science
- Handwriting Recognition
- Intelligent Systems
- Machine Learning
- Machine Translation
- Mathematical Optimization
- Medical Diagnosis
- Proofreading
- Python (Programming Language)
- Reinforcement Learning
- Search Algorithms
Curriculum:
- graph search algorithms
- adversarial search
- knowledge representation
- logical inference
- probability theory
- Bayesian networks
- Markov models
- constraint satisfaction
- machine learning
- reinforcement learning
- neural networks
- natural language processing
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