Linkedin - Causal AI - An Introduction torrent

Causal AI: An Introduction

https://FreeCourseWeb.com

Published 8/2024
Created by CausAI B.V.
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English | Duration: 55 Lectures ( 6h 45m ) | Size: 2.26 GB

Learn the foundational components of Causal Artificial Intelligence

What you'll learn:
What Causality is
The relationship between Causation and Association
Why RCT's are the golden standard for Causal Inference
Main components of Pearlian Framework for Causality: Ladder of Causation, Causal Graphs, Do-calculus, Structural Causal Models
Machine Learning & Propensity Score-based Causal Effect Estimators
Causal Discovery (Algorithms)
How to estimate Average Causal Effects using observational data (covering the entire end-to-end process)

Requirements:
Basic Probability and Statistics knowledge