The Battle of Giants: Causal AI vs NLP
Offered By: Data Science Dojo via YouTube
Course Description
Overview
Explore the cutting-edge developments in Causal AI and Natural Language Processing in this comprehensive 1-hour video presentation. Delve into the latest advancements in Causal NLP, including papers accepted at NeurIPS 2023, and learn how to implement a causal Transformer model using Python. Discover the Ladder of Causation, various streams of Causal NLP, and the innovative CausalBert technique for de-confounding text. Gain practical insights into the modeling pipeline, including instantiation, training, and prediction. Understand the fundamentals, benefits, and real-world applications of Causal AI in text data analysis, and witness how these developments can bring tangible business value.
Syllabus
Introduction
Ladder of Causation
Streams of Causal NLP
CausalBert
Modeling Pipeline - instantiate, train, predict
Taught by
Data Science Dojo
Related Courses
DCO042 - Python For InformaticsUniversity of Michigan via Independent Corpus Linguistics: Method, Analysis, Interpretation
Lancaster University via FutureLearn 日本中世の自由と平等 (ga001)
University of Tokyo via gacco "A Study in Scarlet" by Doyle: BerkeleyX Book Club
University of California, Berkeley via edX "A Room with a View" by Forster: BerkeleyX Book Club
University of California, Berkeley via edX