Causal Effects via DAGs | How to Handle Unobserved Confounders

Shaw Talebi · Beginner ·🛠️ AI Tools & Apps ·3y ago

🤝 Work with me: https://aibuilder.academy/yt/ASU5HG5EqTM 🚀 Ship AI apps in weeks, not months: https://aibuilder.academy/courses/yt/ASU5HG5EqTM This is the 4th video in a series on causal effects. In the last video, we saw that we could evaluate any causal effect for a Markovian causal model. However, the question remained of how to handle models that are not Markovian. In this video, we start to answer this question via two quick-and-easy graphical criteria for evaluating causal effects. Series Playlist: https://www.youtube.com/playlist?list=PLz-ep5RbHosVVTz9HEzpI4d6xpWsc8rOa Blog: https://medium.com/towards-data-science/causal-effects-via-dags-801df31da794?sk=aa0947ca29e23fb3c1612e40deac38cf Resources: - An Introduction to Causal Inference by Judea Pearl: https://www.degruyter.com/document/doi/10.2202/1557-4679.1203/html - On Identifying Causal Effects by Tian & Shiptser: https://faculty.sites.iastate.edu/jtian/files/inline-files/tian-shpitser-2009.pdf Introduction - 0:00 Identifiability - 0:28 Markovian Models - 2:12 Unobserved Confounders - 3:19 Back & Front Door Criteria - 4:18 Back Door Path - 4:44 Blocking - 5:22 Back Door Criterion - 7:27 Front Door Criterion - 9:14

Watch on YouTube ↗ (saves to browser)

Sign in to unlock AI tutor explanation · ⚡30

Playlist

Uploads from Shaw Talebi · Shaw Talebi · 24 of 60

← Previous Next →

biometricDashboard2 DEMO

biometricDashboard2 DEMO

biometricDahboard3 DEMO

biometricDahboard3 DEMO

Time Series, Signals, & the Fourier Transform | Introduction

Time Series, Signals, & the Fourier Transform | Introduction

The Fast Fourier Transform | How does it (actually) work?

The Fast Fourier Transform | How does it (actually) work?

The Wavelet Transform | Introduction & Example Code

The Wavelet Transform | Introduction & Example Code

Principal Component Analysis (PCA) | Introduction & Example (Python) Code

Principal Component Analysis (PCA) | Introduction & Example (Python) Code

Independent Component Analysis (ICA) | EEG Analysis Example Code

Independent Component Analysis (ICA) | EEG Analysis Example Code

Kmeans-based Blink Detecter DEMO

Kmeans-based Blink Detecter DEMO

Shit Happens, Stay Solution Oriented

Shit Happens, Stay Solution Oriented

Why Conflict Is Good & How You Can Use It

Why Conflict Is Good & How You Can Use It

Causality: An Introduction | How (naive) statistics can fail us

Causality: An Introduction | How (naive) statistics can fail us

Causal Inference | Answering causal questions

Causal Inference | Answering causal questions

Causal Discovery | Inferring causality from observational data

Causal Discovery | Inferring causality from observational data

How to Be Antifragile | 7 Practical Tips

How to Be Antifragile | 7 Practical Tips

Multi-kills: How to Do More With Less (no, not by multi-tasking)

Multi-kills: How to Do More With Less (no, not by multi-tasking)

Topological Data Analysis (TDA) | An introduction

Topological Data Analysis (TDA) | An introduction

The Mapper Algorithm | Overview & Python Example Code

The Mapper Algorithm | Overview & Python Example Code

Persistent Homology | Introduction & Python Example Code

Persistent Homology | Introduction & Python Example Code

What Is Data Science & How To Start? | A Beginner's Guide

What Is Data Science & How To Start? | A Beginner's Guide

How to do MORE with LESS - multikills

How to do MORE with LESS - multikills

Causal Effects | An introduction

Causal Effects | An introduction

Causal Effects via Propensity Scores | Introduction & Python Code

Causal Effects via Propensity Scores | Introduction & Python Code

Causal Effects via the Do-operator | Overview & Example

Causal Effects via the Do-operator | Overview & Example

Causal Effects via DAGs | How to Handle Unobserved Confounders

Causal Effects via DAGs | How to Handle Unobserved Confounders

Smoothing Crypto Time Series with Wavelets | Real-world Data Project

Smoothing Crypto Time Series with Wavelets | Real-world Data Project

Causal Effects via Regression w/ Python Code

Causal Effects via Regression w/ Python Code

5 Reasons Why Every Data Scientist Should Consider Freelancing

5 Reasons Why Every Data Scientist Should Consider Freelancing

An Introduction to Decision Trees | Gini Impurity & Python Code

An Introduction to Decision Trees | Gini Impurity & Python Code

10 Decision Trees are Better Than 1 | Random Forest & AdaBoost

10 Decision Trees are Better Than 1 | Random Forest & AdaBoost

Dimensionality Reduction & Segmentation with Decision Trees | Python Code

Dimensionality Reduction & Segmentation with Decision Trees | Python Code

How to Make a Data Science Portfolio With GitHub Pages (2025)

How to Make a Data Science Portfolio With GitHub Pages (2025)

My $100,000+ Data Science Resume (what got me hired)

My $100,000+ Data Science Resume (what got me hired)

How to Create a Custom Email Signature in Gmail (2025)

How to Create a Custom Email Signature in Gmail (2025)

I Spent $675.92 Talking to Top Data Scientists on Upwork—Here’s what I learned

I Spent $675.92 Talking to Top Data Scientists on Upwork—Here’s what I learned

Lessons from Spending $675.92 to Talk to Top Data Scientists on Upwork #freelance #datascience

Lessons from Spending $675.92 to Talk to Top Data Scientists on Upwork #freelance #datascience

A Practical Introduction to Large Language Models (LLMs)

A Practical Introduction to Large Language Models (LLMs)

The OpenAI (Python) API | Introduction & Example Code

The OpenAI (Python) API | Introduction & Example Code

The Hugging Face Transformers Library | Example Code + Chatbot UI with Gradio

The Hugging Face Transformers Library | Example Code + Chatbot UI with Gradio

Why I Quit My $150,000 Data Science Job

Why I Quit My $150,000 Data Science Job

Prompt Engineering: How to Trick AI into Solving Your Problems

Prompt Engineering: How to Trick AI into Solving Your Problems

The REALITY of entrepreneurship. #entrepreneurship #startup #smallbusiness

The REALITY of entrepreneurship. #entrepreneurship #startup #smallbusiness

Fine-tuning Large Language Models (LLMs) | w/ Example Code

Fine-tuning Large Language Models (LLMs) | w/ Example Code

How to Build an LLM from Scratch | An Overview

How to Build an LLM from Scratch | An Overview

I Have 90 Days to Make $10k/mo—Here's my plan

I Have 90 Days to Make $10k/mo—Here's my plan

I Spent $716.46 Talking to Data Scientists on Upwork—Here’s what I learned.

I Spent $716.46 Talking to Data Scientists on Upwork—Here’s what I learned.

Pareto, Power Laws, and Fat Tails

Pareto, Power Laws, and Fat Tails

Do NOT become an entrepreneur #entrepreneurship

Do NOT become an entrepreneur #entrepreneurship

Detecting Power Laws in Real-world Data | w/ Python Code

Detecting Power Laws in Real-world Data | w/ Python Code

How I’d learn data analytics (if I had to start over in 2024) #dataanalytics

How I’d learn data analytics (if I had to start over in 2024) #dataanalytics

4 Ways to Measure Fat Tails with Python (+ Example Code)

4 Ways to Measure Fat Tails with Python (+ Example Code)

Fine-tuning EXPLAINED in 40 sec #generativeai

Fine-tuning EXPLAINED in 40 sec #generativeai

How Much YouTube Paid Me in My First 6 Months of Monetization (as a Data Science Creator)

How Much YouTube Paid Me in My First 6 Months of Monetization (as a Data Science Creator)

5 Questions Every Data Scientist Should Hardcode into Their Brain

5 Questions Every Data Scientist Should Hardcode into Their Brain

AI for Business: A (non-technical) introduction

AI for Business: A (non-technical) introduction

LLMs EXPLAINED in 60 seconds #ai

LLMs EXPLAINED in 60 seconds #ai

3 Ways to Make a Custom AI Assistant | RAG, Tools, & Fine-tuning

3 Ways to Make a Custom AI Assistant | RAG, Tools, & Fine-tuning

What is #ai? — Simply Explained

What is #ai? — Simply Explained

QLoRA—How to Fine-tune an LLM on a Single GPU (w/ Python Code)

QLoRA—How to Fine-tune an LLM on a Single GPU (w/ Python Code)

How to Improve LLMs with RAG (Overview + Python Code)

How to Improve LLMs with RAG (Overview + Python Code)

Text Embeddings, Classification, and Semantic Search (w/ Python Code)

Text Embeddings, Classification, and Semantic Search (w/ Python Code)

Related AI Lessons

10 Ways AI Video Generators Are Changing Content Creation in 2025

Discover how AI video generators are revolutionizing content creation in 2025, enabling instant edits, studio-quality results, and more efficient production processes.

AI Workflow Automation: A Complete Guide to Smarter Business Processes

Learn how AI workflow automation can improve business efficiency and scalability by streamlining operations and reducing manual work

Ultimate Guide to build ai automation without programming Easily

Build AI automation without coding using simple tools, saving time and increasing productivity

Top Free AI Tools That Boost Developer Productivity in 2026

Discover top free AI tools to boost developer productivity in 2026 and learn how to leverage them for efficient coding and project management

Dev.to · Orbit Websites

Microsoft Certified Azure AI Engineer Associate AI-102