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: Tensorflow, Keras (Neural Network Library), Data Pipelines, Google Cloud Platform, Model Deployment, Data Preprocessing, Model Training, Data Processing, Data Cleansing, Cloud Deployment, Deep Learning, Applied Machine Learning, Model Optimization, Data Transformation, Artificial Neural Networks
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Tensorflow, Keras (Neural Network Library), Model Deployment, Google Cloud Platform, Model Training, Data Preprocessing, Deep Learning, Artificial Neural Networks, Cloud Deployment, Data Pipelines, Data Processing, Applied Machine Learning, AI Workflows, Data Transformation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Tensorflow, Keras (Neural Network Library), Model Deployment, Google Cloud Platform, Data Preprocessing, Model Training, MLOps (Machine Learning Operations), Cloud Deployment, Deep Learning, Data Transformation, Data Pipelines, Model Optimization, Applied Machine Learning, Artificial Neural Networks, AI Workflows
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Model Deployment, Tensorflow, Keras (Neural Network Library), Google Cloud Platform, Data Pipelines, Model Training, Cloud Deployment, Deep Learning, Data Preprocessing, Model Optimization, Data Processing, Applied Machine Learning, Artificial Neural Networks, Data Transformation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Tensorflow, Model Deployment, Keras (Neural Network Library), Data Pipelines, Google Cloud Platform, Model Training, Model Optimization, Cloud Deployment, Deep Learning, Data Preprocessing, Applied Machine Learning, Scalability, Artificial Neural Networks, Data Transformation
Intermediate · Course · 1 - 3 Months

National Taiwan University
Skills you'll gain: Revenue Management, Customer experience improvement, Customer experience strategy (CX), Experience Design, Service Design, Profit and Loss (P&L) Management, Financial Services, Design Thinking, Service Management, FinTech, Service Improvement, Business Modeling, Customer Insights, Customer Analysis, Innovation, Operations
Beginner · Course · 1 - 3 Months
Skills you'll gain: Data Storytelling, Rmarkdown, Data Visualization, Data Presentation, Data Ethics, Data Cleansing, Interactive Data Visualization, Data Validation, Ggplot2, R (Software), Sampling (Statistics), Spreadsheet Software, Data Analysis, Stakeholder Communications, LinkedIn, Object Oriented Programming (OOP), Data Literacy, Web Presence, Data Structures, Interviewing Skills
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Beginner · Professional Certificate · 3 - 6 Months

University of Pennsylvania
Skills you'll gain: Business Modeling, Mathematical Modeling, Regression Analysis, Statistical Modeling, Risk Analysis, Data Modeling, Business Analysis, Predictive Modeling, Forecasting, Predictive Analytics, Statistical Methods, Simulation and Simulation Software, Probability, Model Optimization, Logistic Regression, Probability Distribution, Vocabulary
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, Unit Testing, Data Wrangling, Large Language Modeling, LangChain, Retrieval-Augmented Generation, Exploratory Data Analysis, Unsupervised Learning, Generative Model Architectures, PyTorch (Machine Learning Library), ChatGPT, Generative AI, LLM Application, Keras (Neural Network Library), Supervised Learning, Responsible AI, Vector Databases, Fine-tuning, Data Import/Export
Beginner · Professional Certificate · 3 - 6 Months

University of Michigan
Skills you'll gain: Database Design, Data Processing, Debugging, Web Scraping, File I/O, Data Store, Data Visualization, Database Software, Relational Databases, Restful API, Web Services, SQL, Databases, Data Visualization Software, JSON, Data Presentation, Data Structures, Programming Principles, Python Programming, Program Development
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Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Vibe coding, Responsible AI, AI powered creativity, Prompt Patterns, Brainstorming, Planning, AI literacy, Visual Storytelling, Prompt Engineering Tools, Generative AI, Data Wrangling, Data Analysis, Content Creation, Presentations, Business Communication, Artificial Intelligence, Data Visualization, Research, Project Management, Machine Learning
Beginner · Professional Certificate · 3 - 6 Months

IBM
Skills you'll gain: Data Storytelling, Dashboard Creation, Data Presentation, Data Wrangling, Generative AI, Plotly, Data Visualization Software, Web Scraping, Data Visualization, Exploratory Data Analysis, SQL, Plot (Graphics), Dashboard, Data Analysis, Professional Networking, IBM Cognos Analytics, Excel Formulas, Data Import/Export, Python Programming, Microsoft Excel
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months