Probabilistic Models Courses and Certifications

Paul G. Allen School

Probabilistic Models for Learning a Semantic Parser Lexicon

Probabilistic models for learning semantic parser lexicons from question/answer pairs, improving accuracy and efficiency without extensive human input or dataset-specific engineering.

• YouTube
• 42 minutes
• On-Demand
• Free Video

International Mathematical Union

Spin Systems with Hyperbolic Symmetry

Explore spin systems with hyperbolic symmetry, their origins, applications in probabilistic models, recent findings, and open questions in this advanced mathematical discussion.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Alan Turing Institute

Learning Real-World Probabilistic Models with Approximate Message Passing

Explore probabilistic modeling for big data using factor graphs and message passing. Learn how Amazon tackles real-world problems with advanced statistical techniques in the era of structured data.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Probabilistic Models of Relational Domains

Explore probabilistic models for relational domains with Stanford's Daphne Koller, covering advanced techniques for representing and reasoning about complex, interconnected data structures.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Probabilistic AI School

Introduction to Probabilistic Models - Lecture 1

Explore probabilistic models, their applications, and fundamental concepts in this comprehensive introduction by Silja Renooij at the Nordic Probabilistic AI School.

• YouTube
• 2 hours 11 minutes
• On-Demand
• Free Video

Probabilistic AI School

Introduction to Probabilistic Models - Probabilistic AI School

Explore probabilistic models, their applications, and fundamental concepts in this comprehensive introduction by Silja Renooij at the Nordic Probabilistic AI School.

• YouTube
• 2 hours 10 minutes
• On-Demand
• Free Video

Fundamentals of Quantitative Modeling

5 reviews

Aprenda a criar modelos quantitativos para análise de dados empresariais, incluindo modelos lineares, probabilísticos e de regressão. Domine técnicas essenciais para previsão, otimização e tomada de decisões baseadas em dados.

• Coursera
• 7 hours 33 minutes
• On-Demand
• Free Online Course (Audit)

Stanford Seminar - Stories from CoCoLab: Probabilistic Programs, Cognitive Modeling, & Smart Web Pages

Explore probabilistic programs, cognitive modeling, and smart web pages through CoCoLab's research. Gain insights into thinking processes, language understanding, and innovative experiment designs.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Online Course

Towards Safe and Efficient Learning in the Physical World - Stanford Seminar

Exploring safe Bayesian optimization and model-based deep reinforcement learning for efficient, safe online learning in real-world applications like robotics and laser tuning.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Microcredential

Statistics and Data Science

Comprehensive program covering probability, statistics, data analysis, and machine learning, providing hands-on training for aspiring data scientists through rigorous MIT-quality coursework.

• edX
• 56 weeks, 10-14 hours a week
• On-Demand
• $1,500.00
• 2 courses

Microcredential

TensorFlow 2 for Deep Learning

Develop practical skills in TensorFlow 2 for deep learning, covering model building, training, evaluation, customization, and probabilistic approaches using TensorFlow Probability.

• Coursera
• 17 weeks, 7 hours a week
• On-Demand
• Paid Course
• 3 courses

Microcredential

Natural Language Processing

Explore cutting-edge NLP techniques to analyze text, build language models, and create AI applications. Gain hands-on experience in sentiment analysis, machine translation, and chatbot development.

• Coursera
• 17 weeks, 8 hours a week
• On-Demand
• Paid Course
• 4 courses

Natural Language Processing with Probabilistic Models

1712 ratings at Coursera

This is the Course 2 of the Natural Language Processing Specialization, offered by deeplearning.ai

• Coursera
• 1 day 6 hours 25 minutes
• On-Demand
• Free Online Course (Audit)

Decoding Decision Modeling

Elevate decision-making skills with Decision Models, analysis methods, risk management, and optimization techniques.

• DataCamp
• 1 hour
• On-Demand
• Free Trial Available

University System of Maryland;  University of Maryland

Strategic Decisions for Project Leaders: Exploiting Risk and Opportunity

Project management executives and project owners can exploit risk to their advantage and find opportunities. Learn how to leverage the decision-making tools using Bayesian thinking, utility theory, and behavioral economics.

• edX
• 5 weeks, 1-3 hours a week
• On-Demand
• Free Online Course (Audit)