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: Microsoft PowerPoint, Presentations, Data Visualization, Editing, Writing, Graphic Design, Business Communication
Beginner · Guided Project · Less Than 2 Hours

University of Pennsylvania
Skills you'll gain: Calculus, Integral Calculus, Applied Mathematics, Probability & Statistics, Geometry, Probability, Advanced Mathematics, Torque (Physics), Statistics, Mechanics, Mathematical Modeling, Physics
Mixed · Course · 1 - 3 Months

Skills you'll gain: Feature Engineering, Classification And Regression Tree (CART), Decision Tree Learning, Applied Machine Learning, Random Forest Algorithm, Responsible AI, Predictive Modeling, Data Import/Export, Machine Learning, Predictive Analytics
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Apache Kafka, Data Warehousing, Extract, Transform, Load, Microsoft SQL Servers, Snowflake Schema, Star Schema, Performance Tuning, Data Pipelines, Cloud Computing Architecture, Business Intelligence, Real Time Data, Apache Hadoop, Data Modeling, Data Quality, Responsible AI, Apache Spark, SQL, Generative AI, Data Governance, Quality Management
Intermediate · Specialization · 1 - 3 Months

Skills you'll gain: Routing Protocols, TCP/IP, Network Troubleshooting, OSI Models, Network Switches, Data Centers, Virtual Local Area Network (VLAN), Network Protocols, Network Security, Network Routing, Network Administration, Virtualization and Virtual Machines, Computer Networking, Network Monitoring, Wide Area Networks, Virtualization, Wireless Networks, Network Model, Networking Hardware, Local Area Networks
Intermediate · Specialization · 3 - 6 Months

Illinois Tech
Skills you'll gain: Big Data, Machine Learning Algorithms, NoSQL, Deep Learning, Statistical Analysis, Data Visualization, Data Analysis, Apache Hadoop, Exploratory Data Analysis, Apache Kafka, Apache Spark, Generative AI, Data Cleansing, Analytics, Real Time Data, Apache Cassandra, Image Analysis, Artificial Neural Networks, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

National Taiwan University
Skills you'll gain: Probability, Probability Distribution, Probability & Statistics, Statistics, Data Literacy
Beginner · Course · 1 - 3 Months

IE Business School
Skills you'll gain: Intelligence Collection and Analysis, Strategic Thinking, Competitive Intelligence, Critical Thinking, Analysis, Business Intelligence, Digital Transformation, Timelines, Decision Making, Stakeholder Analysis, Business Technologies, Business Strategy, Complex Problem Solving, International Relations, Forecasting, Artificial Intelligence
Beginner · Course · 1 - 4 Weeks

Macquarie University
Skills you'll gain: Adaptability, Business Communication, Professional Development, Writing, Communication, Smart Goals, Personal Development, LinkedIn, Professional Networking, Digital Advertising, Planning, Lifelong Learning, Self-Awareness, Design Thinking, Interviewing Skills, Emotional Intelligence
Mixed · Course · 1 - 3 Months

Skills you'll gain: Identity and Access Management, Business Continuity, Network Security, Cryptography, AWS Identity and Access Management (IAM), Encryption, User Provisioning, Security Management, Penetration Testing, Vulnerability Scanning, ISO/IEC 27001, Threat Management, Network Performance Management, Information Systems Security, Network Architecture, DevSecOps, Cyber Operations, Data Management, Software Development Methodologies, Cybersecurity
Beginner · Specialization · 3 - 6 Months

DeepLearning.AI
Skills you'll gain: Generative AI, Tensorflow, Generative Model Architectures, Image Analysis, Deep Learning, Keras (Neural Network Library), Artificial Neural Networks, Unsupervised Learning, Computer Vision
Intermediate · Course · 1 - 4 Weeks

Starweaver
Skills you'll gain: Stakeholder Management, Stakeholder Engagement, Stakeholder Analysis, Organizational Change, Conflict Management, Business Relationship Management, Relationship Management, Change Management, Communication Strategies, Needs Assessment, Active Listening
Beginner · Course · 1 - 4 Weeks