Probabilistic Graphical Models courses can help you learn Bayesian networks, Markov random fields, and inference algorithms. You can build skills in modeling uncertainty, reasoning under uncertainty, and making predictions based on incomplete data. Many courses introduce tools like TensorFlow Probability and PyMC3, which are used for implementing these models and performing complex calculations, enabling you to apply your knowledge to real-world data analysis and machine learning tasks.

Rice University
Skills you'll gain: Ancient History, Timelines, Social Impact, Scientific Methods, Social Justice, World History, Anthropology, Social Sciences, Sustainable Development, Environment, Case Studies, General Science and Research, Environmental Science, Community Development, Climate Change Programs, Spatial Analysis, Geographic Information Systems, Research, Investigation, Data Analysis
Beginner · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Systems Thinking, Cross-Functional Collaboration, Stakeholder Analysis, Team Building, Business Leadership, Project Planning, Social Impact, Sustainable Development, Strategic Thinking, Data Visualization, Corporate Sustainability, Organizational Strategy, Communication Strategies, Relationship Building, User Research, Project Management, Root Cause Analysis, Critical Thinking, Decision Making
Beginner · Specialization · 1 - 3 Months

Columbia University
Skills you'll gain: Derivatives, Mortgage Loans, Securities (Finance), Credit Risk, Financial Modeling, Risk Modeling, Financial Market, Mathematical Modeling, Securities Trading, Applied Mathematics, Investment Banking, Microsoft Excel, Risk Analysis, Cash Flows, Analysis
Intermediate · Course · 1 - 3 Months

Rice University
Skills you'll gain: Torque (Physics), Mechanics, Physics, Geometry, Algebra, Mechanical Engineering, Trigonometry, Calculus, Mathematical Modeling, Applied Mathematics, Problem Solving
Intermediate · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Classification Algorithms, Exploratory Data Analysis, Business Analytics, Logistic Regression, Regression Analysis, Scikit Learn (Machine Learning Library), Predictive Modeling, Machine Learning, Applied Machine Learning, Unsupervised Learning, Data Preprocessing, Data Analysis, Python Programming, Model Evaluation, Supervised Learning
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Data Presentation, SQL, Data Visualization Software, Database Design, AWS SageMaker, Unsupervised Learning, Data Visualization, Interactive Data Visualization, Dashboard, Feature Engineering, Database Management, Exploratory Data Analysis, A/B Testing, Tableau Software, Pandas (Python Package), Matplotlib, Python Programming, Data Analysis, Machine Learning
Beginner · Professional Certificate · 3 - 6 Months

University of Pittsburgh
Skills you'll gain: Probability Distribution, Statistical Analysis, NumPy, Matplotlib, Probability & Statistics, Regression Analysis, Data Science, Pandas (Python Package), Probability, Statistical Modeling, Predictive Modeling, Linear Algebra, Data Analysis, Statistical Methods, Predictive Analytics, Mathematics and Mathematical Modeling, Applied Mathematics, Python Programming, Machine Learning, Logical Reasoning
Build toward a degree
Beginner · Specialization · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Sales Strategy, Sales, Sales Management, Market Intelligence, Competitive Intelligence, Case Studies, Business Strategy, Customer Analysis, Analysis, Competitive Analysis, Strategic Decision-Making, Market Analysis, Business Research
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Shiny (R Package), Exploratory Data Analysis, Data Collection, Ggplot2, Data Wrangling, Tidyverse (R Package), Data Science, Predictive Modeling, Data Visualization, Dashboard, Statistical Analysis, Data Analysis, Data Presentation, Data Manipulation, Interactive Data Visualization, R Programming, Data Cleansing, Data Transformation, Statistical Modeling, Regression Analysis
Intermediate · Course · 1 - 3 Months

Politecnico di Milano
Skills you'll gain: Business Process Management, Organizational Structure, Decision Making, Game Theory, Operational Efficiency, Organizational Effectiveness, Business Management, Problem Solving, Business, Complex Problem Solving, Business Strategy, Coordination
Beginner · Course · 1 - 4 Weeks

Lund University
Skills you'll gain: Sustainable Development, Systems Thinking, Sustainable Business, Sustainable Technologies, Sustainability Standards, Policy Development, Environmental Policy, Environmental Science, Climate Change Programs, Innovation, Environment and Resource Management, Natural Resource Management, Mathematical Modeling, Governance, Geospatial Information and Technology
Beginner · Course · 1 - 3 Months

Duke University
Skills you'll gain: MLOps (Machine Learning Operations), Model Deployment, Cloud Deployment, Hugging Face, Containerization, CI/CD, DevOps, Docker (Software), Microsoft Azure, Cloud Computing, Machine Learning Software, Transfer Learning, Model Evaluation, GitHub
Advanced · Course · 1 - 4 Weeks