因果人工智能——简介
上次更新时间：2024-09-27
课程售价: 2.9 元
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课程内容
1 - Causality, Association & RCT's
2 - The Ladder of Causation
3 - Causal Directed Acyclic Graphs
4 - Causal Inference Part 1 Identification
5 - Causal Inference Part 2 Estimation
6 - Causal Discovery
- 1 - Introduction
- 2 - Domain Expertise
- 3 - Causal Discovery Algorithms Categories
- 4 - Causal Discovery Algorithms Assumptions
- 5 - Constraint-based Causal Discovery
- 6 - Score-based Causal Discovery
- 7 - Function-based Causal Discovery
- 8 - Continuous Optimization-based Causal Discovery
- 9 - Causal Discovery in Practice Hybrid & Iterative
- 10 - Recap
课程内容
7个章节 , 54个讲座
1 - Causality, Association & RCT's
2 - The Ladder of Causation
3 - Causal Directed Acyclic Graphs
4 - Causal Inference Part 1 Identification
5 - Causal Inference Part 2 Estimation
6 - Causal Discovery
- 1 - Introduction
- 2 - Domain Expertise
- 3 - Causal Discovery Algorithms Categories
- 4 - Causal Discovery Algorithms Assumptions
- 5 - Constraint-based Causal Discovery
- 6 - Score-based Causal Discovery
- 7 - Function-based Causal Discovery
- 8 - Continuous Optimization-based Causal Discovery
- 9 - Causal Discovery in Practice Hybrid & Iterative
- 10 - Recap