Lectures related to Text Handling: Matrix, Documents, Topics

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.

Neuro-symbolic Representations: Commonsense Knowledge & Reasoning Log in to Mediaspace to watch this video

Delves into neuro-symbolic representations for commonsense knowledge and reasoning in natural language processing applications.

Matrix Operations: Transposition, Rank, and Basis Change Log in to Mediaspace to watch this video

Covers matrix transposition, rank, and basis change in linear algebra, exploring invertibility criteria and basis relationships.

Machine Learning: Supervised and Unsupervised Learning Techniques Log in to Mediaspace to watch this video

Covers supervised and unsupervised learning techniques in machine learning, highlighting their applications in finance and environmental analysis.

Information Extraction: Methods and Applications Log in to Mediaspace to watch this video

Explores methods for information extraction, including traditional and embedding-based approaches, supervised learning, distant supervision, and taxonomy induction.