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: Google Workspace, Lightweight Directory Access Protocols, Active Directory, Gmail, User Provisioning, User Accounts, Group Policy, Collaborative Software, Automation, Document Management, Identity and Access Management, Enterprise Application Management, Role-Based Access Control (RBAC), File Management, Configuration Management
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Model Evaluation, Unsupervised Learning, Model Training, Machine Learning Methods, Dimensionality Reduction, Data Preprocessing, Statistical Machine Learning, Python Programming, Model Optimization, Classification Algorithms
Intermediate · Course · 1 - 4 Weeks

O.P. Jindal Global University
Skills you'll gain: Systems Thinking, Complex Problem Solving, Policy Analysis, Research, and Development, Policy Analysis, Policy Development, Economics, Policy, and Social Studies, Public Policies, Health Policy, Climate Change Programs, Program Evaluation, Sustainable Development, Agentic systems, Environmental Issue, Social Sciences, Human Services, Economics, Ethical Standards And Conduct, Data Storytelling
Build toward a degree
Beginner · Course · 1 - 3 Months

Skills you'll gain: Project Management Software, Project Coordination, Project Schedules, Project Management, Agile Project Management, Document Management, File Management, Collaborative Software, Waterfall Methodology, Backlogs, Resource Management, Kanban Principles, Prioritization, Internal Communications
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Model Deployment, PyTorch (Machine Learning Library), Model Optimization, Recurrent Neural Networks (RNNs), Artificial Intelligence, Model Training, Applied Machine Learning, Artificial Neural Networks, Deep Learning, Artificial Intelligence and Machine Learning (AI/ML), Application Deployment, Machine Learning, Network Architecture, Data Science
Beginner · Course · 1 - 4 Weeks

Northeastern University
Skills you'll gain: Exploratory Data Analysis, Data Wrangling, Data Structures, Time Series Analysis and Forecasting, Unsupervised Learning, Data Analysis, Data Manipulation, Machine Learning Algorithms, Computational Thinking, Descriptive Statistics, Data Processing, Data Preprocessing, Data Cleansing, Programming Principles, Data Visualization, Python Programming, Algorithms, Model Evaluation
Beginner · Course · 1 - 3 Months

Packt
Skills you'll gain: MongoDB, Database Design, Database Development, Data Modeling, Data Maintenance, Security Controls, Query Languages, Data Security, Database Architecture and Administration, Data Architecture, NoSQL, System Monitoring, Vector Databases, Data Storage Technologies, Database Management Systems, Database Management, Authorization (Computing), Platform As A Service (PaaS), Development Environment, Data Transformation
Intermediate · Course · 3 - 6 Months

Skills you'll gain: Scaled Agile Framework, Agile Product Development, Agile Software Development, Agile Project Management, Performance Metric, Sprint Planning, Agile Methodology, Collaborative Software, Cross-Functional Collaboration, Dependency Analysis, Cross-Functional Team Leadership, Coordinating, Initiative and Leadership, Strategic Leadership, Product Management, Collaboration, Leadership, Coordination, Prioritization, Estimation
Advanced · Course · 1 - 4 Weeks

Skills you'll gain: Data Preprocessing, Recurrent Neural Networks (RNNs), Model Training, Data Transformation, Financial Forecasting, Model Evaluation, Statistical Visualization, Time Series Analysis and Forecasting, Exploratory Data Analysis, Deep Learning, Predictive Modeling, Forecasting, Predictive Analytics, Artificial Neural Networks, Network Model, Project Implementation
Mixed · Course · 1 - 4 Weeks

Logical Operations
Skills you'll gain: Seaborn, Matplotlib, Data Transformation, Plot (Graphics), Pandas (Python Package), Data Manipulation, Data Visualization Software, NumPy, Data Visualization, Data Analysis, Scatter Plots, Data Science, Jupyter, Graphing, Data Processing, Box Plots, Python Programming, Computer Programming, Computer Programming Tools, Software Development
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Apache Spark, Model Evaluation, Data Preprocessing, Keras (Neural Network Library), Transfer Learning, Deep Learning, Model Training, Tensorflow, A/B Testing, Responsible AI, Data Processing, Convolutional Neural Networks, Machine Learning Software, Artificial Neural Networks, Machine Learning Algorithms, Data Cleansing, Model Deployment, Machine Learning, Recurrent Neural Networks (RNNs), Dimensionality Reduction
Advanced · Course · 1 - 3 Months

Simplilearn
Skills you'll gain: Meta Ads Manager, Content Performance Analysis, Social Media Management, Instagram, Social Media Campaigns, Facebook, Content Scheduling, Social Media, Advertising Campaigns, Online Advertising, Social Media Analytics, Collaborative Software, Advertising, Digital Advertising, Social Media Content, Social Media Marketing, Collaboration, Content Marketing, Drive Engagement, Sales
Beginner · Course · 1 - 4 Weeks