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.

Stanford University
Skills you'll gain: Social Network Analysis, Network Analysis, Social Sciences, Sociology, Socioeconomics, Game Theory, Behavioral Economics, Mathematical Modeling, Statistical Modeling, Bayesian Statistics, Probability
Advanced · Course · 1 - 3 Months

Skills you'll gain: Vision Transformer (ViT), Generative Model Architectures, Recurrent Neural Networks (RNNs), Embeddings, Large Language Modeling, Artificial Neural Networks, Software Architecture, Model Optimization, Deep Learning, Natural Language Processing, Artificial Intelligence and Machine Learning (AI/ML), Model Training, Artificial Intelligence, Distributed Computing, Scalability, Unsupervised Learning, Computer Vision, Memory Management
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Data Ethics, Data Validation, Generative AI, Prompt Engineering, Data Cleansing, Data Quality, Data Preprocessing, Large Language Modeling, Text Mining, Data Processing, Hugging Face, Data Collection, Token Optimization, Unstructured Data, Fine-tuning, Data Transformation, Data Pipelines, Model Evaluation
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: 3D Modeling, Autodesk Maya, 3D Assets, Autodesk, Visualization (Computer Graphics), Computer Graphics, Adobe Photoshop, Computer Graphic Techniques, Graphic Design, Image Quality
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Project Finance, Working Capital, Financial Modeling, Construction Management, Financial Analysis, Financial Statement Analysis, Cash Flows, Business Valuation, Cash Management, Cash Flow Forecasting, Financial Statements, Finance, Financial Forecasting, Case Studies, Capital Budgeting, Capital Expenditure, Analysis, Project Schedules, Operating Expense, Decision Making
Mixed · Course · 1 - 3 Months

Imperial College London
Skills you'll gain: Recurrent Neural Networks (RNNs), Tensorflow, Data Pipelines, Keras (Neural Network Library), Transfer Learning, Deep Learning, Convolutional Neural Networks, Natural Language Processing, Model Training, Data Processing, AI Workflows, Data Preprocessing, Embeddings
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Risk Modeling, Portfolio Risk, Financial Regulations, Risk Management Framework, Regulatory Requirements, Financial Market, Financial Modeling, Risk Management, Derivatives, Risk Analysis, Financial Management, Finance, Securities (Finance), Portfolio Management, Correlation Analysis, Requirements Management, Statistical Modeling, Statistical Methods, IT Management, Key Management
Mixed · Course · 1 - 3 Months

Macquarie University
Skills you'll gain: Forecasting, Regression Analysis, Time Series Analysis and Forecasting, Predictive Modeling, Model Evaluation, Microsoft Excel, Statistical Modeling, Trend Analysis, Statistical Methods, Correlation Analysis, Statistical Analysis, Data Visualization, Data Visualization Software
Intermediate · Course · 1 - 3 Months

Coursera
Skills you'll gain: Model Training, Failure Analysis, Deep Learning, AI Workflows, Applied Machine Learning, Data Pipelines, Performance Metric, Scripting
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Image Quality, Data Preprocessing, Data Cleansing, Model Training, Data Quality, Generative AI, Fine-tuning, Data Collection, Data Wrangling, Data Transformation, Data Ethics, Data Integrity, Data Management, Metadata Management
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Model Optimization, Model Training, Model Evaluation, Performance Tuning, MLOps (Machine Learning Operations), Applied Machine Learning, Scikit Learn (Machine Learning Library), Machine Learning Methods, Machine Learning Algorithms
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Large Language Modeling, LLM Application, Trend Analysis, Real Time Data, Analytics, Business Marketing, Program Development, Business Strategy, Generative AI, Technology Roadmaps, Market Trend, Artificial Intelligence and Machine Learning (AI/ML), Artificial Neural Networks, Artificial Intelligence, Case Studies
Beginner · Course · 1 - 4 Weeks