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.

Skills you'll gain: Unsupervised Learning, Exploratory Data Analysis, Autoencoders, Feature Engineering, Dimensionality Reduction, Supervised Learning, Generative AI, Classification Algorithms, Regression Analysis, Time Series Analysis and Forecasting, Recurrent Neural Networks (RNNs), Convolutional Neural Networks, Reinforcement Learning, Generative Adversarial Networks (GANs), Generative Model Architectures, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Data Science, Machine Learning, Python Programming
Build toward a degree
Intermediate · Professional Certificate · 3 - 6 Months

Skills you'll gain: Portfolio Risk, Risk Analysis, Risk Modeling, Statistical Modeling, Financial Modeling, Risk Management, Derivatives, Risk Management Framework, Financial Market, Statistical Methods, Statistical Analysis, Probability, Mathematical Modeling, Regression Analysis, Probability Distribution
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Credit Risk, Lending and Underwriting, Risk Modeling, Risk Analysis, Portfolio Risk, Securities (Finance), Risk Mitigation, Risk Management, Risk Management Framework, Derivatives, Commercial Banking, Financial Analysis, Retail Banking, Banking, Portfolio Management, Analysis, Probability, Transfer Learning, Application Frameworks, Design
Mixed · Course · 1 - 3 Months

Rice University
Skills you'll gain: Computational Thinking, Event-Driven Programming, Algorithms, Combinatorics, Graph Theory, Programming Principles, Application Development, Object Oriented Programming (OOP), Data Structures, Theoretical Computer Science, Probability, Video Game Development, Bioinformatics, Interactive Design, Animation and Game Design, Python Programming, Data Analysis, Program Development, Computer Science, Computer Programming
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Dashboard Creation, Model Deployment, Feature Engineering, PySpark, Data Import/Export, Big Data, Apache Spark, Data Governance, Apache Hadoop, Dashboard, Apache Kafka, Data Store, Cloud Services, Cloud Deployment, Data Access, Cloud API, Data Architecture, Data Quality, Data Cleansing, Machine Learning Methods
Intermediate · Specialization · 3 - 6 Months

Total Seminars
Skills you'll gain: Computer Hardware, Desktop Support, Virtual Machines, Network Support, Virtualization, Computer Displays, Cloud Computing, Hardware Troubleshooting, Mobile Security, System Support, Network Troubleshooting, Computer Networking, Technical Support and Services, Virtual Private Networks (VPN), Help Desk Support, Computer Literacy, Operating Systems, Computer Systems, Computer Security, Data Storage Technologies
Beginner · Specialization · 3 - 6 Months
Duke University
Skills you'll gain: Predictive Modeling, Predictive Analytics, Microsoft Excel, Excel Formulas, Classification Algorithms, Data-Driven Decision-Making, Business Analytics, Excel Macros, Data Analysis, Model Evaluation, Business Risk Management
Beginner · Course · 1 - 3 Months

Technics Publications
Skills you'll gain: Data Modeling, Database Design, Network Model, Data Architecture, Database Development, Data Strategy, Database Software, Database Theory, Databases, Database Application, Database Administration, Relational Databases, Database Systems, Database Management Systems, Data Governance, Database Architecture and Administration, Database Management, Business Analysis, Graph Theory, Business Analytics
Beginner · Course · 1 - 3 Months

Skills you'll gain: Graphics Software, Digital Design, Design Software, Graphical Tools, Design Elements And Principles, Computer Graphic Techniques, Creativity, Peripheral Devices
Beginner · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Data Storytelling, Web Scraping, Data Structures, Generative AI, Git (Version Control System), Version Control, Data Visualization, Test Script Development, Matplotlib, Devops Tools, Data Cleansing, DevOps, Agile Methodology, Data Transformation, Web Development, Debugging, Flask (Web Framework), Data Analysis, Automation, Cloud Computing
Beginner · Professional Certificate · 3 - 6 Months

John Wiley & Sons
Skills you'll gain: Excel Macros, Pivot Tables And Charts, Microsoft Excel, Financial Forecasting, Spreadsheet Software, Excel Formulas, Data Visualization, Trend Analysis, Diagram Design, Visual Basic (Programming Language), Automation, Forecasting, Graphical Tools
Intermediate · Course · 1 - 3 Months

The Hong Kong University of Science and Technology
Skills you'll gain: Microsoft Office, Computer Hardware, Computer Literacy, Computer Graphics, Computer Systems, Graphics Software, Spreadsheet Software, Computer Graphic Techniques, Graphical Tools, Document Management, Graphic and Visual Design Software, System Software
Mixed · Course · 1 - 3 Months