YoVDO

The Battle of Giants: Causal AI vs NLP

Offered By: Data Science Dojo via YouTube

Tags

Data Science Courses Machine Learning Courses Python Courses Text Analysis Courses Transformer Models Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
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

Introduction to Artificial Intelligence
Stanford University via Udacity Natural Language Processing
Columbia University via Coursera Probabilistic Graphical Models 1: Representation
Stanford University via Coursera Computer Vision: The Fundamentals
University of California, Berkeley via Coursera Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent