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 Virginia
Skills you'll gain: Market Dynamics, Product Lifecycle Management, Competitive Analysis, Target Market, Market Share, Business Strategy, Marketing, Value Propositions, Game Theory, Consumer Behaviour, Strategic Partnership, New Business Development, Regulation and Legal Compliance
Beginner · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Matplotlib, Pandas (Python Package), NumPy, Data Visualization, Data Cleansing, Data Structures, Data Visualization Software, Predictive Analytics, Debugging, Object Oriented Programming (OOP), Data Manipulation, Regression Analysis, Python Programming, Data Science, Algorithms, Simulations, Exploratory Data Analysis, Data Preprocessing, Predictive Modeling, Data Analysis
Beginner · Specialization · 3 - 6 Months
Wesleyan University
Skills you'll gain: Psychological Evaluations, Mental Health Diseases and Disorders, Clinical Psychology, Cultural Diversity, Psychotherapy, Mental Health, Psychology, Cognitive Behavioral Therapy, Mental Health Therapies, Interpersonal Communications, Clinical Assessment, Social Determinants Of Health
Beginner · Course · 1 - 3 Months

DeepLearning.AI
Skills you'll gain: ChatGPT, OpenAI API, LLM Application, Large Language Modeling, Prompt Engineering, AI Workflows, Self Service Technologies
Beginner · Project · Less Than 2 Hours

Skills you'll gain: Music, Musical Composition, Education Software and Technology, Instrumental Music, Teaching, Music Performance, World Music, Classroom Management, Cultural Responsiveness, Creativity, Technology Strategies
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Microsoft Azure, Azure DevOps, Artificial Intelligence and Machine Learning (AI/ML), Cloud Deployment, Data Pipelines, Data Preprocessing, CI/CD, Continuous Monitoring, Debugging, Identity and Access Management, Version Control, Data Storage, Scalability
Intermediate · Course · 1 - 3 Months
Illinois Tech
Skills you'll gain: Linux, Cloud-Native Computing, Network Security, Linux Administration, Cloud Computing, Amazon Web Services, Infrastructure as Code (IaC), Cloud Computing Architecture, Network Troubleshooting, Operating System Administration, Cloud Platforms, Cloud Storage, Linux Commands, Software-Defined Networking, User Accounts, Cloud Infrastructure, Network Monitoring, Threat Modeling, Cloud Services, Data Infrastructure
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Columbia University
Skills you'll gain: Computer Graphics, Image Analysis, 3D Modeling, Visualization (Computer Graphics), Medical Imaging, Computer Vision, Automation Engineering, Mathematical Modeling, Algorithms
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Data Visualization, Product Development, Machine Learning Algorithms, Data Storage Technologies, Data Storage, New Product Development, Data Preprocessing, Product Planning, Internet Of Things, Machine Learning, File Systems, Applied Machine Learning, Big Data, Classification Algorithms, Supervised Learning, Project Planning, Unsupervised Learning
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: IBM Cognos Analytics, Data Visualization, Dashboard, Business Intelligence, Interactive Data Visualization, Data Presentation, Looker (Software), Data Visualization Software, Business Intelligence Software, Analytics
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Databricks, Model Deployment, Responsible AI, Microsoft Azure, Data Science, MLOps (Machine Learning Operations), Predictive Modeling, Model Evaluation, Scikit Learn (Machine Learning Library), Machine Learning, Data Preprocessing, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning
Intermediate · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Probability, Bayesian Statistics, Probability Distribution, Risk Modeling, Mathematical Modeling, Statistical Inference, Markov Model, Reliability, Simulations, Applied Mathematics, Statistical Analysis, Regression Analysis
Intermediate · Course · 1 - 4 Weeks