Lectures related to Word | EPFL Graph Search

Chemistry of Elements: Oxygen and Phosphorus

Explores the chemistry of oxygen, phosphorus, arsenic, antimony, and bismuth, including their properties, compounds, and historical significance.

Headline Analysis: Language Impact & Success

Explores the influence of language on headline success through real-world data analysis and statistical testing.

Neural Word Embeddings: Learning Representations for Natural Language

Covers neural word embeddings and methods for learning word representations in natural language processing.

Homogeneous Catalysis Basics

Introduces the basics of homogeneous catalysis, focusing on reaction mechanisms and catalyst design.

Transformer Networks: Self-Attention

Explains Transformer networks and self-attention layers for mapping inputs and multi-head attention.

Linear Algebra: Properties and Operations

Explores subset properties, contraposition, and equivalence in linear algebra.

Lexical Semantics

Explores lexical semantics, word sense, semantic relations, and WordNet, highlighting applications in language engineering and information retrieval.

Essay Writing: Structure and Citations

Explains the structure of an essay, proper citations, and collaboration in writing.

Cache Memory

Explores cache memory design, hits, misses, and eviction policies in computer systems, emphasizing spatial and temporal locality.

Words, tokens, n-grams and Language Models

Explores words, tokens, n-grams, and language models, focusing on probabilistic approaches for language identification and spelling error correction.

Free Groups: Introduction and Examples

Introduces free groups, explains their formation by generators, and provides illustrative examples.

Words Tokens: Lexical Level Overview Log in to Mediaspace to watch this video

Explores words, tokens, and language models in NLP, covering challenges in defining them, lexicon usage, n-grams, and probability estimation.

Morphology: Words and Transducers Log in to Mediaspace to watch this video

Introduces morphology, word structures, and computational tools for Natural Language Processing.

Neural Networks for NLP Log in to Mediaspace to watch this video

Covers modern Neural Network approaches to NLP, focusing on word embeddings, Neural Networks for NLP tasks, and future Transfer Learning techniques.

Matrix Multiplication: Basics and Properties Log in to Mediaspace to watch this video

Covers the basics of matrix multiplication, including properties and examples.

Topic Models Log in to Mediaspace to watch this video

Introduces topic models, covering clustering, GMM, LDA, Dirichlet distribution, and variational inference.

Lexicons, n-grams and Language Models Log in to Mediaspace to watch this video

Explores lexicons, n-grams, and language models, emphasizing their importance in recognizing words and the effectiveness of n-grams for various tasks.