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.

Illinois Tech
Skills you'll gain: Statistical Inference, Regression Analysis, R Programming, Statistical Methods, Statistical Analysis, Statistical Modeling, R (Software), Statistical Software, Data Science, Correlation Analysis, Data Analysis, Probability & Statistics, Linear Algebra
★ 4.6 (30) · Intermediate · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Data Science, Model Evaluation, Statistical Machine Learning, Dimensionality Reduction, Statistical Modeling, Statistical Analysis, Sampling (Statistics), Statistical Methods, Regression Analysis, Statistical Inference, Machine Learning Methods, Statistics, Model Optimization, Applied Mathematics
★ 5 (8) · Intermediate · Course · 1 - 3 Months

Illinois Tech
Skills you'll gain: Object Oriented Programming (OOP), Web Scraping, Data Structures, Web Development Tools, Test Driven Development (TDD), Computer Programming, Python Programming, Scripting Languages, Database Software, User Interface (UI), Open Source Technology, Database Development, Programming Principles, Database Management, Database Application, Program Development, Code Reusability, File I/O, Frontend Integration
★ 4.8 (8) · Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Visualization, Web Scraping, Data Presentation, Data-Driven Decision-Making, SQL, Pandas (Python Package), NumPy, Data Analysis, Databases, Data Manipulation, Database Management, Query Languages, Python Programming, Data Processing, Data Wrangling
★ 4.2 (9) · Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Blockchain, FinTech, Digital Assets, Financial Services, Payment Systems, Regulatory Compliance, Financial Regulation, Financial Systems, Financial Regulations, AI Integrations, International Finance, Emerging Technologies, Artificial Intelligence, Case Studies, Identity and Access Management, Insurance
Beginner · Course · 1 - 4 Weeks

DeepLearning.AI
Skills you'll gain: Federated Learning, Fine-tuning, AI Security, Large Language Modeling, PyTorch (Machine Learning Library), Model Optimization, Information Privacy, LLM Application, Model Training, Distributed Computing, Machine Learning
★ 4.5 (14) · Beginner · Project · Less Than 2 Hours

Knowledge Accelerators
Skills you'll gain: Dashboard Creation, Pivot Tables And Charts, Power BI, Spreadsheet Software, Data Analysis, Analytics, Business Modeling, Business Analysis, Data Storytelling, Data Presentation, Microsoft 365, Trend Analysis, Data Security, Data Entry, Data Management, Productivity
Intermediate · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Operations Research, Network Model, Excel Macros, Decision Making, Strategic Decision-Making, Microsoft Excel, Process Optimization, Transportation, Supply Chain, and Logistics, Operational Analysis, Model Optimization, Business Modeling, Business Analytics, Portfolio Management, Linear Algebra
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Program Management, Agile Methodology, Project Planning, Process Modeling, Business Modeling, Diagram Design, Program Development, Agile Project Management, Strategic Planning, Procurement, Process Flow Diagrams
★ 4.4 (17) · Intermediate · Guided Project · Less Than 2 Hours

Macquarie University
Skills you'll gain: Data Security, Threat Detection, Cybersecurity, Cyber Attacks, Cyber Risk, Data Management, Security Controls, Cyber Governance, Security Management, Encryption, Security Software, Cryptography, Data Sharing, Security Strategy, Network Security, Data Access, Risk Modeling, Statistical Methods
★ 4.2 (6) · Beginner · Course · 1 - 3 Months

Skills you'll gain: MLOps (Machine Learning Operations), Data Processing, Model Deployment, Data Pipelines, Database Development, Data Infrastructure, Data Analysis, Google Cloud Platform, Data Architecture, Data Visualization, Data Modeling, Security Architecture Review, Interactive Data Visualization, Machine Learning, Cloud Security, Data Storage Technologies
★ 4.7 (14) · Advanced · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Leadership Studies, Business Ethics, Critical Thinking, Critical Thinking and Problem Solving, Organizational Leadership, Leadership Development, Team Performance Management, Team Leadership, Team Motivation, Ethical Standards And Conduct, Business Leadership, Leadership, Personal Attributes, Technical Management, Professional Development, Peer Review, Self-Awareness
★ 4.4 (17) · Intermediate · Course · 1 - 3 Months