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.

Rice University
Skills you'll gain: Basic Electrical Systems, electromagnetics, Electrical Engineering, Physics, Mechanics, Calculus, Engineering Calculations, Mathematical Modeling, Trigonometry, Problem Solving, Applied Mathematics
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Responsible AI, Generative AI, Google Cloud Platform, Large Language Modeling, Artificial Intelligence and Machine Learning (AI/ML), Business Intelligence, Data Literacy, Data Ethics, Innovation, Unstructured Data
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: OSI Models, Network Security, TCP/IP, Cloud Computing, Cloud Infrastructure, Software-Defined Networking, Network Architecture, Virtual Networking, Wide Area Networks, Network Protocols, General Networking, Network Routers, Network Troubleshooting, Linux, Virtualization, Kubernetes, Load Balancing, Data Centers, Network Switches, Terraform
Build toward a degree
Intermediate · Specialization · 3 - 6 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Data Visualization, Data Literacy, Tableau Software, Data Presentation, Data Visualization Software, Excel Macros, Analytics, Accounting and Finance Software, Analytical Skills, Pivot Tables And Charts, Accounting Systems, Business Analytics, Microsoft Excel, Data Collection, Data-Driven Decision-Making, Excel Formulas, Data Analysis, Scatter Plots, Predictive Analytics, Data Architecture
Build toward a degree
Beginner · Course · 1 - 3 Months

Skills you'll gain: Retrieval-Augmented Generation, Large Language Modeling, LLM Application, LangChain, Hugging Face, OpenAI API, Generative AI, OpenAI, Front-End Web Development, Web Applications, Prompt Engineering, Web Development, Natural Language Processing, Application Development, Python Programming, Flask (Web Framework), Back-End Web Development
Intermediate · Course · 1 - 3 Months

Rutgers the State University of New Jersey
Skills you'll gain: Demand Planning, Data Collection, Forecasting, Supply Chain Planning, Marketing Analytics, Time Series Analysis and Forecasting, Trend Analysis, Data Preprocessing, Regression Analysis, Data Analysis, Model Evaluation, Statistical Analysis, Data Visualization
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: NoSQL, MongoDB, Apache Cassandra, Databases, Database Administration, Database Management, Distributed Computing, Database Architecture and Administration, Query Languages, IBM Cloud, JSON, Data Modeling, Scalability, Transaction Processing
Beginner · Course · 1 - 3 Months

Skills you'll gain: Autoencoders, Keras (Neural Network Library), Generative Adversarial Networks (GANs), Convolutional Neural Networks, Recurrent Neural Networks (RNNs), Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Reinforcement Learning, Image Analysis, Artificial Neural Networks, Unsupervised Learning, Machine Learning, Applied Machine Learning, Scikit Learn (Machine Learning Library), Computer Vision, Model Evaluation
Intermediate · Course · 1 - 3 Months

École Polytechnique Fédérale de Lausanne
Skills you'll gain: Geographic Information Systems, GIS Software, Spatial Data Analysis, NoSQL, Data Modeling, Database Design, Databases, Data Storage Technologies, SQL, Data Storage, Data Capture, Query Languages, Relational Databases
Beginner · Course · 1 - 3 Months

University of Toronto
Skills you'll gain: Gerontology, Long Term Care, Geriatrics, Caregiving, Nursing Homes, Dignity in Care, Home Health Care, Mental and Behavioral Health, Care Management, Community Development, Substance Abuse, Patient-centered Care, Diversity Awareness, Informed Consent, Behavior Management, Needs Assessment
Beginner · Course · 1 - 3 Months

Skills you'll gain: Generative AI, Large Language Modeling, Prompt Engineering, Transfer Learning, PyTorch (Machine Learning Library), Model Deployment, Model Evaluation, Natural Language Processing
Intermediate · Course · 1 - 4 Weeks

LearnQuest
Skills you'll gain: Data Preprocessing, Feature Engineering, Model Evaluation, Bioinformatics, Exploratory Data Analysis, Random Forest Algorithm, Pandas (Python Package), Scikit Learn (Machine Learning Library), Applied Machine Learning, Data Manipulation, Dimensionality Reduction, Data Cleansing, Keras (Neural Network Library), Data Transformation, NumPy, Classification Algorithms, Tensorflow, Artificial Neural Networks, Machine Learning, Data Science
Beginner · Specialization · 3 - 6 Months