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.

University of Colorado Boulder
Build toward a degree
Intermediate · Specialization · 1 - 3 Months

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

Skills you'll gain: Tensorflow, Keras (Neural Network Library), Model Evaluation, Transfer Learning, Natural Language Processing, Data Preprocessing, Deep Learning, Data Pipelines
Intermediate · Guided Project · Less Than 2 Hours

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

Corporate Finance Institute
Skills you'll gain: Data Analysis Expressions (DAX), Power BI, Data Modeling, Business Intelligence, Microsoft Excel, Excel Formulas, Pivot Tables And Charts, Data Analysis Software, Data Manipulation, Time Series Analysis and Forecasting
Beginner · Course · 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

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

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

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

École Polytechnique
Skills you'll gain: Probability, Probability Distribution, Statistics, Statistical Inference, Simulations, Mathematical Theory & Analysis, Calculus
Mixed · Course · 1 - 3 Months

Skills you'll gain: Generative AI, Fraud detection, AI Personalization, Financial Regulation, Predictive Analytics, Financial Services, Personalized Service, Financial Forecasting, Financial Trading, Retail Banking, Financial Reporting, Compliance Management, Artificial Intelligence, Risk Analysis, Emerging Technologies, Automation
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: LLM Application, Large Language Modeling, Prompt Engineering, Generative AI, Applied Machine Learning, Python Programming, Open Source Technology, JSON
Intermediate · Course · 1 - 4 Weeks