Karene Chu

An in-depth introduction to the field of machine learning, from linear models to deep learning and reinforcement learning, through hands-on Python projects. Machine learning methods are commonly used across engineering and sciences, from computer systems to physics. Moreover, commercial sites such as search engines, recommender systems (e.g., Netflix, Amazon), [...]

Develop a deep understanding of the principles that underpin statistical inference: estimation, hypothesis testing and prediction. Statistics is the science of turning data into insights and ultimately decisions. Behind recent advances in machine learning, data science and artificial intelligence are fundamental statistical principles. The purpose of this class is [...]

Master the calculus of curves and coordinate systems; approximate functions with polynomials and infinite series. Part 3 of 3. How did Newton describe the orbits of the planets? To do this, he created calculus. But he used a different coordinate system more appropriate for planetary motion. We [...]

Discover the integral---what it is and how to compute it. See how to use calculus to model real world phenomena. Part 2 of 3. How long should the handle of your spoon be so that your fingers do not burn while mixing chocolate fondue? Can you find a shape [...]