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Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
This course will teach you the "magic" of getting deep learning to work well. Rather than the deep learning process being a black box, you will understand what drives performance, and be able to more systematically get good results. read more...
Introduction to Computer Programming
This MOOC provides you with the foundational skill set required to write computer programs. If you are interested in learning how to write interactive, graphical programs from an introductory level in a real programming language, this is the course for you. read more...
Introduction to Programming with MATLAB
This course teaches computer programming to those with little to no previous experience. read more...
Introduction to Web Development
This course is designed to start you on a path toward future studies in web development and design, no matter how little experience or technical knowledge you currently have. The web is a very big place, and if you are the typical internet user, you probably visit several websites every day, whether for business, entertainment or education. read more...
Learn Programming with Python in 100 Steps
We love Programming. Our aim with this course is to create a love for Programming. In more than 150 Steps, we explore the most important Python Programming Language Features. read more...
Learn to Program: Crafting Quality Code
In this course, we'll focus on writing quality code that runs correctly and efficiently. read more...
Learn to Program: The Fundamentals
This course introduces the fundamental building blocks of programming and teaches you how to write fun and useful programs using the Python language. read more...
Machine Learning In The Cloud With Azure
The history of data science, machine learning, and artificial Intelligence is long, but it’s only recently that technology companies - both start-ups and tech giants across the globe have begun to get excited about it… Why? Because now it works. read more...
Mathematics for Computer Science
Welcome to Introduction to Numerical Mathematics. This is designed to give you part of the mathematical foundations needed to work in computer science in any of its strands, from business to visual digital arts, music, games. read more...
Mathematics for Machine Learning: Linear Algebra
In this course on Linear Algebra we look at what linear algebra is and how it relates to vectors and matrices. Then we look through what vectors and matrices are and how to work with them, including the knotty problem of eigenvalues and eigenvectors, and how to use these to solve problems. read more...
Mathematics for Machine Learning: Multivariate Calculus
This course offers a brief introduction to the multivariate calculus required to build many common machine learning techniques. We start at the very beginning with a refresher on the "rise over run" formulation of a slope, before converting this to the formal definition of the gradient of a function. read more...
Mathematics for Machine Learning: PCA
This intermediate-level course introduces the mathematical foundations to derive Principal Component Analysis (PCA), a fundamental dimensionality reduction technique. read more...
