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: Matplotlib, Web Scraping, Pivot Tables And Charts, Pandas (Python Package), Data Integration, Statistical Visualization, Data Manipulation, Exploratory Data Analysis, Data Wrangling, Data Visualization, Data Transformation, Data Processing, Data Cleansing, Data Presentation, Plot (Graphics), Data Visualization Software, Statistical Analysis, Seaborn, NumPy, Python Programming
Beginner · Specialization · 3 - 6 Months

Google Cloud
Skills you'll gain: Responsible AI, Information Privacy, Generative AI, Data Ethics, Google Cloud Platform, Personally Identifiable Information, Artificial Intelligence, Data Security, Cloud Security, Artificial Intelligence and Machine Learning (AI/ML), Safety and Security, Machine Learning, Data Governance, Machine Learning Methods, Encryption, Data Quality, Data Validation
Intermediate · Specialization · 3 - 6 Months

Duke University
Skills you'll gain: Web Frameworks, Restful API, Application Programming Interface (API), Application Deployment, Software Documentation, Package and Software Management, JSON, Application Development, Server Side, Test Tools, Python Programming, Data Validation
Intermediate · Guided Project · Less Than 2 Hours

Duke University
Skills you'll gain: LLM Application, Large Language Modeling, Generative Model Architectures, Natural Language Processing, Open Source Technology, Prompt Engineering, Containerization, Application Deployment, Application Programming Interface (API), Machine Learning
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Report Writing, Microsoft Word, Microsoft Excel, Microsoft Office, Microsoft Outlook, Spreadsheet Software, Excel Formulas, Business Reporting, Gmail, Data Analysis Expressions (DAX), Email Automation, Productivity Software, Trend Analysis, Virtual Teams, Document Management, Collaborative Software, Data Visualization, Corporate Communications, Organizational Skills
Beginner · Course · 3 - 6 Months

Politecnico di Milano
Skills you'll gain: Energy and Utilities, Case Studies, Property Management, Building Services Engineering, Facility Management, Real Estate, Thermal Management, Sustainable Architecture, HVAC, Digital Assets, Auditing, Simulation and Simulation Software, Data-Driven Decision-Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Visualization, E-Commerce, Analytics, Key Performance Indicators (KPIs), Web Analytics, Google Analytics, Marketing Analytics, Generative AI, Data Analysis, Business Strategy, Data Processing, Artificial Intelligence, Data Collection
Intermediate · Course · 1 - 4 Weeks

Illinois Tech
Skills you'll gain: Regression Analysis, R Programming, R (Software), Statistical Methods, Statistical Inference, Data Analysis, Statistical Analysis, Predictive Modeling, Statistics, Probability & Statistics, Linear Algebra
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Microsoft Copilot, Microsoft Outlook, Microsoft Teams, Microsoft 365, Collaborative Software, Productivity Software, Meeting Facilitation, Prompt Engineering, Proposal Development, Calendar Management, Business Correspondence, Microsoft Word
Beginner · Course · 1 - 3 Months

Amazon Web Services
Skills you'll gain: MLOps (Machine Learning Operations), AWS SageMaker, Amazon Web Services, Machine Learning, Applied Machine Learning, Predictive Modeling
Beginner · Course · 1 - 4 Weeks

Amazon Web Services
Skills you'll gain: Public Cloud, Cloud Computing Architecture, Cloud Computing, Application Programming Interface (API), Cloud Services, Scalability, Cloud Platforms, Amazon Web Services, Infrastructure As A Service (IaaS), Technical Services, Systems Administration, Solution Architecture, Security Engineering
Beginner · Course · 1 - 4 Weeks

Clemson University
Skills you'll gain: MySQL, Database Design, Databases, Relational Databases, Database Management Systems, SQL, Data Modeling, Database Architecture and Administration, Performance Tuning, Transaction Processing, Query Languages, Data Integrity, Data Manipulation
Intermediate · Course · 3 - 6 Months