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 Illinois Urbana-Champaign
Skills you'll gain: Instructional and Curriculum Design, Needs Assessment, Instructional Design, Learning Theory, Diversity and Inclusion, Training and Development, People Development, Education and Training, Pedagogy, Instructional Strategies, Systems Analysis, Job Analysis, Process Analysis, Analysis, Learning Styles
Mixed · Course · 1 - 3 Months

University of Washington
Skills you'll gain: Regression Analysis, Model Evaluation, Predictive Modeling, Supervised Learning, Statistical Machine Learning, Statistical Modeling, Model Training, Applied Machine Learning, Machine Learning Algorithms, Machine Learning Methods, Feature Engineering, Machine Learning, Data Preprocessing, Model Optimization, Statistical Methods
Mixed · Course · 1 - 3 Months

Skills you'll gain: AI Orchestration, AI Workflows, LangGraph, Agentic Workflows, LangChain, LLM Application, Tool Calling, Agentic systems, Generative AI Agents, Artificial Intelligence and Machine Learning (AI/ML), Generative AI, Prompt Patterns, Retrieval-Augmented Generation, Prompt Engineering, AI Integrations, Application Development, Data Visualization, Responsible AI, Large Language Modeling, Risking
Intermediate · Specialization · 1 - 3 Months

Microsoft
Skills you'll gain: Web Scraping, Git (Version Control System), Data Structures, GitHub, Generative AI, Test Script Development, Devops Tools, Matplotlib, Data Visualization, DevOps, Agile Methodology, Web Development, Version Control, Debugging, Data Literacy, Flask (Web Framework), Scripting, Automation, Data Analysis, Cloud Computing
Beginner · Professional Certificate · 3 - 6 Months
Rice University
Skills you'll gain: Event-Driven Programming, Application Development, Interactive Design, Video Game Development, Animations, Animation and Game Design, Programming Principles, Computer Graphics, Python Programming, Game Design, Program Development, Computer Programming, Computational Logic
Mixed · Course · 1 - 3 Months
University of Michigan
Skills you'll gain: Mathematical Modeling, Mathematics and Mathematical Modeling, Systems Thinking, Strategic Decision-Making, Innovation, Diversity Awareness, Social Sciences, Predictive Modeling, Data-Driven Decision-Making, Social Studies, Strategic Thinking, Decision Making, Critical Thinking, Network Analysis, Economics, Economic Development, Probability, Probability & Statistics, Market Dynamics, Coordination
Intermediate · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Statistical Hypothesis Testing, Sampling (Statistics), Regression Analysis, Bayesian Statistics, Statistical Analysis, Probability & Statistics, Statistical Inference, Statistical Methods, Statistical Modeling, Linear Algebra, Probability, Probability Distribution, R Programming, Biostatistics, Data Analysis, Data Science, Statistics, Mathematical Modeling, Data Modeling, Applied Mathematics
Advanced · Specialization · 3 - 6 Months

Skills you'll gain: Dashboard, Business Reporting, Data Visualization, Business Intelligence, Data Storytelling, Tableau Software, Data Modeling, Business Intelligence Software, Data Presentation, Key Performance Indicators (KPIs), Performance Reporting, Statistical Visualization, Interactive Data Visualization, Report Writing, Performance Measurement, Data Visualization Software, Business Analytics, Performance Metric, Business Metrics, Data Analysis
Intermediate · Specialization · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Probability Distribution, Exploratory Data Analysis, Probability, Descriptive Statistics, Statistical Modeling, Data Literacy, Statistics, Probability & Statistics, Statistical Methods, Sampling (Statistics), Statistical Analysis, Statistical Inference, Descriptive Analytics, Data Analysis, Diagnostic Tests, Histogram, Box Plots, Bayesian Statistics, Combinatorics, Risk Modeling
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Sensory Systems Analysis, Human Musculoskeletal System, Anatomy, Endocrinology, Pulmonology, Cardiology, Respiration, Hematology, Obstetrics And Gynecology, Orthopedics, Neurology, Hemodynamics, Nephrology, Kinesiology, Physiology, Urology, Pathology, Immunology, Cell Biology, Biology
Beginner · Specialization · 3 - 6 Months

Google Cloud
Skills you'll gain: Prompt Engineering, Generative AI Agents, Google Gemini, Retrieval-Augmented Generation, Responsible AI, Generative AI, Google Workspace, Google Cloud Platform, Gemini, Generative Model Architectures, AI Product Strategy, Prompt Patterns, AI Enablement, AI Security, Agentic Workflows, AI literacy, Prompt Engineering Tools, Artificial Intelligence, Cloud Computing, Collaboration
Beginner · Professional Certificate · 3 - 6 Months

Rice University
Skills you'll gain: Data Visualization Software, File I/O, Data Visualization, Plot (Graphics), Statistical Visualization, Package and Software Management, Python Programming, Data Cleansing, Programming Principles, Data Processing, Data Persistence, Data Mapping, Data Manipulation, Code Reusability, Data Dictionary, Development Environment, Data Access, Computational Logic, Data Wrangling, Data Analysis
Beginner · Specialization · 3 - 6 Months