Probabilistic graphical models (PGMs) are a rich framework for encoding probability distributions over complex domains: joint (multivariate) distributions over large numbers of random variables that interact with each other. These representations sit at the intersection of statistics and computer science, relying on concepts from probability theory, graph algorithms, machine … [Read more...] about Probabilistic Graphical Models 1: Representation
Computer Science
Neural Networks and Deep Learning
In the first course of the Deep Learning Specialization, you will study the foundational concept of neural networks and deep learning. By the end, you will be familiar with the significant technological trends driving the rise of deep learning; build, train, and apply fully connected deep neural networks; implement efficient (vectorized) neural networks; identify key parameters … [Read more...] about Neural Networks and Deep Learning
Principles of Secure Coding
This course introduces you to the principles of secure programming. It begins by discussing the philosophy and principles of secure programming, and then presenting robust programming and the relationship between it and secure programming. We'll go through a detailed example of writing robust code and we'll see many common programming problems and show their connection to … [Read more...] about Principles of Secure Coding
Advanced React
In this course, you will learn advanced React concepts. You’ll examine different types of React components, learn various characteristics and when to use them. You’ll start working with hooks, effects and other functional components. You’ll find out how routing is used in React to customize the users' experience, you’ll create a web application that consumes API data, … [Read more...] about Advanced React
User Experience & Interaction Design for AR/VR/MR/XR
This second course in the XR for Everybody specialization looks at how to design new user experiences for XR technologies. The course provides learners with a design thinking mindset and equips them with a fundamental toolbox for creating XR applications using rapid prototyping. It starts with a broad overview of the complete XR design process, discussing different paths to … [Read more...] about User Experience & Interaction Design for AR/VR/MR/XR
