Lectures related to Train | EPFL Graph Search

Bullet Trains: Revolutionizing Speed in Japan

Covers the speed and efficiency of Japan's bullet trains, highlighting their impact on travel times and transportation technology.

Linear Regression

Covers linear regression for estimating train speed using least squares and regularization.

Advanced Physics I: Forces and Friction

Covers the concepts of turbulent and laminar regimes, internal and external forces, friction, and the dynamics of a pendulum on a rotating door.

Energy Savings in Public Transport

Explores energy savings in public transport, emphasizing the benefits of collective transportation over individual vehicles and the importance of transitioning to renewable fuels.

Nearest Neighbor Classifiers and Curse of Dimensionality

Explores nearest neighbor classifiers, bias-variance tradeoff, curse of dimensionality, and generalization bounds in supervised machine learning.

Pytorch Intro: MNIST and Digits

Covers Pytorch basics with MNIST and Digits datasets, focusing on training neural networks for handwritten digit recognition.