Lecture

Safety Data Sheet: Understanding Chemical Hazards

Related lectures (32)
Unsupervised Learning: PCA & K-means
Covers unsupervised learning with PCA and K-means for dimensionality reduction and data clustering.
Logistic Regression: Probabilistic Interpretation
Covers logistic regression's probabilistic interpretation, multinomial regression, KNN, hyperparameters, and curse of dimensionality.
Implicit Functions: Advanced Analysis
Covers the advanced analysis of implicit functions, focusing on the application of the theorem of implicit functions.
Logistic Regression: Interpretation & Feature Engineering
Covers logistic regression, probabilistic interpretation, and feature engineering techniques.
Support Vector Machine: Primal Formulation with Hard Margin
Covers the Support Vector Machine with a hard margin formulation and the importance of maximizing the margin between classes.
Kernel Regression: Weighted Average and Feature Maps
Covers kernel regression and feature maps for data separability.
Feature Engineering: Missing Data and Standardization
Covers techniques for handling missing data and standardizing features, as well as transforming input and output data.
Introduction to Machine Learning: Supervised Learning
Introduces supervised learning, covering classification, regression, model optimization, overfitting, and kernel methods.
Deep Neural Networks
Covers the back-propagation algorithm for deep neural networks and the importance of locality in CNN.
Gaussian Mixture Models: Data Classification
Explores denoising signals with Gaussian mixture models and EM algorithm, EMG signal analysis, and image segmentation using Markovian models.

Graph Chatbot

Chat with Graph Search

Ask any question about EPFL courses, lectures, exercises, research, news, etc. or try the example questions below.

DISCLAIMER: The Graph Chatbot is not programmed to provide explicit or categorical answers to your questions. Rather, it transforms your questions into API requests that are distributed across the various IT services officially administered by EPFL. Its purpose is solely to collect and recommend relevant references to content that you can explore to help you answer your questions.