Probabilistic Graphical Models 3: Learning
Coursera
60 Courses
Stanford University has long established itself as one of the leading educational institutions offering high quality courses in various fields. In particular, Stanford University stands out for its excellent online courses, which are deservedly popular among students and professionals from all over the world.
Online Courses from Stanford University: Mini-Revolution in Education
Stanford University online courses are a unique opportunity to receive quality education in a convenient format. Thanks to the online learning format, students have the opportunity to study freely without leaving home, gaining access to the best teachers and materials.
Stanford University AI Courses: Unleash the Power of Artificial Intelligence
Stanford University AI courses allow you to immerse yourself in the fascinating world of artificial intelligence and machine learning. Stanford professors and experts have developed courses that provide best practices and tools in AI.
Become the Best in Your Field: Courses from Stanford University
Stanford University courses offer a wide range of educational programs in the most popular areas. Whether it's courses in programming, business, artificial intelligence, or other topics, Stanford guarantees the highest level of instruction and ongoing student support.
AI Education: The Future of Education Is Here
AI Eeducation is the key to success in the modern world, where technology is increasingly penetrating all areas of life. Students who study at Stanford University gain the necessary skills and knowledge to become leaders in the field of artificial intelligence.
Stanford University: Top Courses for Students
Stanford University doesn't just offer courses—it creates top-tier educational programs that help students achieve outstanding results in their studies and careers. Strive for the best - choose to study at Stanford University.
Free Courses: Opportunity for Everyone
The Stanford University team is committed to making learning accessible to everyone, which is why many courses are available for free. This is an excellent opportunity for everyone who wants to expand their knowledge and skills without financial costs.
Stanford University: Elite Education at Home
Stanford Courses University is a symbol of excellence in education. Join the community of undergraduates, graduate students, and professionals who choose Stanford for their education and development. Together we are building the future of knowledge and innovation.
Best Courses for Students: Your Path to Success
Don't miss your chance to choose the best undergraduate courses from Stanford University and become an expert in your field. Don't limit your options—choose Stanford courses and unlock your true academic and career potential!
Overview
Delve into the complex world of probabilistic graphical models (PGMs) with Probabilistic Graphical Models 3: Learning, a comprehensive course offered through Coursera by Stanford University. PGMs provide a sophisticated framework for representing probability distributions across intricate domains, enabling the modeling of joint distributions over numerous variables that exhibit interconnectivity. This advanced course stands at the crossroads of statistics and computer science, incorporating elements from probability theory, graph algorithms, machine learning, and beyond to push the boundaries of applications in fields like medical diagnosis, image understanding, speech recognition, and natural language processing. As the third installment in a series, this course zeroes in on the learning aspect of PGMs, tackling the crucial challenges of parameter estimation within directed and undirected models, alongside the endeavor of structure learning in directed models. Highlighting two hands-on programming assignments for the highly recommended honors track, participants will gain practical experience by implementing and applying core routines of popular learning algorithms to tackle real-world problems. Ideal for individuals keen on exploring artificial intelligence, machine learning, data analysis, and programming, this course lights the way to mastering a key tool in formulating advanced machine learning problems.
Syllabus
Taught by
Tags
Coursera
Coursera
1449 Courses
Coursera
Free Online Course (Audit)
English
66 hours
On-Demand
