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
Skills you'll gain: Tidyverse (R Package), Rmarkdown, R Programming, Ggplot2, Data Import/Export, Data Visualization, Data Manipulation, Data Visualization Software, Data Analysis, Data Science, Data Storytelling, Statistical Analysis, Relational Databases, Data Cleansing, Data Transformation, Statistical Programming, Data Integration, Software Installation, Programming Principles, Communication
Beginner · Specialization · 1 - 3 Months

Coursera
Skills you'll gain: Google Docs, Collaborative Software, Google Workspace, Gmail, Telecommuting, Google Sheets, File Management, Document Management
Beginner · Guided Project · Less Than 2 Hours
McMaster University
Skills you'll gain: Financial Analysis, Financial Market, Cash Flows, Financial Modeling, Investments, Business Valuation, Financial Data, Risk Management, Market Dynamics, Decision Making, Analytical Skills, Case Studies
Mixed · Course · 1 - 4 Weeks

University of Minnesota
Skills you'll gain: AI Personalization, Machine Learning Algorithms, Predictive Modeling, Applied Machine Learning, Data Mining, Algorithms, Collaborative Software, Data Manipulation
Mixed · Course · 1 - 3 Months

Vanderbilt University
Skills you'll gain: SQL, Generative AI, Data Visualization, Database Design, Interactive Data Visualization, Query Languages, Data Capture, Data Analysis, Debugging, ChatGPT, Prompt Engineering, Databases, Data Validation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Simulation and Simulation Software, Systems Thinking, Visualization (Computer Graphics), Data Modeling, Mathematical Modeling, Biology, Environment, Storytelling
Beginner · Guided Project · Less Than 2 Hours

Coursera
Skills you'll gain: Statistical Reporting, Data Visualization, Big Data, SQL, Data Storytelling, Data Import/Export, Google Cloud Platform, Data Warehousing, Data Sharing, Analytics, Ad Hoc Analysis
Beginner · Guided Project · Less Than 2 Hours

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

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

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

University of Colorado Boulder
Skills you'll gain: Statistical Inference, Statistical Modeling, Regression Analysis, Data Ethics, Statistical Methods, Data Science, R Programming, Data Modeling, Statistical Analysis, Predictive Modeling, Mathematical Modeling, Probability & Statistics, Model Evaluation, Feature Engineering
Build toward a degree
Intermediate · Course · 1 - 3 Months