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  • Causal Inference

Causal Inference Courses

Causal inference courses can help you learn statistical techniques, experimental design, and observational study methods. You can build skills in identifying causal relationships, analyzing data sets, and interpreting results to inform decision-making. Many courses introduce tools like R, Python, and specialized software for conducting causal analyses, enabling you to apply these skills in real-world contexts such as public health, economics, and social sciences.


Popular Causal Inference Courses and Certifications


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    U

    University of London

    Probability and Statistics: To p or not to p?

    Skills you'll gain: Descriptive Statistics, Statistics, Probability & Statistics, Statistical Hypothesis Testing, Data Visualization, Data-Driven Decision-Making, Statistical Modeling, Data Analysis, Probability, Probability Distribution, Sampling (Statistics), Risk Modeling, Statistical Inference, Mathematical Modeling

    4.6
    Rating, 4.6 out of 5 stars
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    1.5K reviews

    Beginner · Course · 1 - 3 Months

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    C

    Coursera

    Secure AI Systems Across Lifecycle Stages

    Skills you'll gain: AI Security, Threat Modeling, MITRE ATT&CK Framework, Security Controls, Responsible AI, MLOps (Machine Learning Operations), Secure Coding, Security Testing, Cybersecurity, Model Deployment, Data Security, Threat Detection, Artificial Intelligence and Machine Learning (AI/ML), Vulnerability Assessments, Application Lifecycle Management

    Intermediate · Course · 1 - 4 Weeks

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    C

    Coursera

    Fine-Tune & Optimize Generative AI Models

    Skills you'll gain: Hugging Face, Large Language Modeling, MLOps (Machine Learning Operations), Generative AI, Artificial Intelligence and Machine Learning (AI/ML), AI Product Strategy, Transfer Learning, Applied Machine Learning, AI Personalization, Model Deployment, Model Evaluation, Responsible AI, Performance Tuning, Model Based Systems Engineering, Program Evaluation, Analysis

    Intermediate · Course · 1 - 4 Weeks

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    Google Cloud

    Production Machine Learning Systems

    Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Systems Architecture, Tensorflow, Google Cloud Platform, Applied Machine Learning, Big Data, Distributed Computing, Performance Tuning, Hybrid Cloud Computing, Scalability, Data Pipelines, Debugging

    4.6
    Rating, 4.6 out of 5 stars
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    1K reviews

    Advanced · Course · 1 - 3 Months

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    Google Cloud

    AI Infrastructure: Deployment Types

    Skills you'll gain: Google Cloud Platform, Cloud Infrastructure, Kubernetes, Cloud Deployment, Infrastructure As A Service (IaaS), Model Deployment, Network Performance Management, Application Deployment, Cloud Engineering, AI Orchestration, Containerization, Performance Tuning, Network Planning And Design, Distributed Computing, System Configuration

    Intermediate · Course · 1 - 3 Months

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    S

    Stanford University

    Probabilistic Graphical Models 1: Representation

    Skills you'll gain: Bayesian Network, Graph Theory, Probability Distribution, Network Model, Statistical Modeling, Markov Model, Decision Support Systems, Probability & Statistics, Network Analysis

    4.6
    Rating, 4.6 out of 5 stars
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    1.4K reviews

    Advanced · Course · 1 - 3 Months

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    Coursera

    PCB/CAD Design – Signal Routing

    Skills you'll gain: AI Security, USB, Threat Modeling, Model Deployment, Electronic Hardware, CI/CD, Security Engineering, Routing Protocols, Electronics Engineering, Schematic Diagrams, Verification And Validation, Design Software, Technical Design, Differential Equations, Business Strategies

    Intermediate · Course · 1 - 4 Weeks

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    I

    IIMA - IIM Ahmedabad

    Pre-MBA Statistics

    Skills you'll gain: Sampling (Statistics), Probability, Probability & Statistics, Statistical Hypothesis Testing, Statistics, Data Literacy, Statistical Visualization, Probability Distribution, Statistical Methods, Statistical Inference, Estimation, Descriptive Statistics, Sample Size Determination, Data Analysis, Data Science

    4.6
    Rating, 4.6 out of 5 stars
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    294 reviews

    Beginner · Course · 1 - 3 Months

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    U

    University of Illinois Urbana-Champaign

    Inferential and Predictive Statistics for Business

    Skills you'll gain: Statistical Inference, Business Analytics, Analytics, Statistical Analysis, Statistical Hypothesis Testing, Regression Analysis, Data-Driven Decision-Making, Statistical Methods, Probability & Statistics, Predictive Analytics, Microsoft Excel

    4.8
    Rating, 4.8 out of 5 stars
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    871 reviews

    Intermediate · Course · 1 - 4 Weeks

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    I

    Imperial College London

    Introduction to Statistics & Data Analysis in Public Health

    Skills you'll gain: Analytical Skills, Sampling (Statistics), Statistical Hypothesis Testing, Data Literacy, R (Software), Data Analysis, R Programming, Statistics, Public Health, Statistical Inference, Descriptive Statistics, Probability Distribution, Data Import/Export

    4.7
    Rating, 4.7 out of 5 stars
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    1.5K reviews

    Beginner · Course · 1 - 4 Weeks

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    B

    Birla Institute of Technology & Science, Pilani

    Mathematics for Engineering

    Skills you'll gain: Integral Calculus, Engineering Calculations, Data Analysis, Probability & Statistics, Engineering Analysis, Computational Logic, Statistical Analysis, Linear Algebra, Logical Reasoning, Deductive Reasoning, Mathematical Modeling, Trigonometry, Bayesian Statistics, Statistical Modeling, Advanced Mathematics, Statistical Inference, Mathematical Theory & Analysis, Theoretical Computer Science, Descriptive Analytics, Applied Mathematics

    4.6
    Rating, 4.6 out of 5 stars
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    191 reviews

    Beginner · Specialization · 3 - 6 Months

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    U

    University of Colorado Boulder

    Foundations of Probability and Statistics

    Skills you'll gain: Estimation, Probability & Statistics, Probability, Markov Model, Statistical Inference, Probability Distribution, Statistical Methods, Statistics, Bayesian Statistics, Applied Mathematics, Sampling (Statistics), Data Analysis, Mathematical Modeling, Descriptive Statistics, Theoretical Computer Science, Statistical Modeling, Data Science, Machine Learning Algorithms, Generative AI Agents, Artificial Intelligence

    Build toward a degree

    4.4
    Rating, 4.4 out of 5 stars
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    335 reviews

    Intermediate · Specialization · 3 - 6 Months

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In summary, here are 10 of our most popular causal inference courses

  • Probability and Statistics: To p or not to p?: University of London
  • Secure AI Systems Across Lifecycle Stages: Coursera
  • Fine-Tune & Optimize Generative AI Models: Coursera
  • Production Machine Learning Systems: Google Cloud
  • AI Infrastructure: Deployment Types: Google Cloud
  • Probabilistic Graphical Models 1: Representation: Stanford University
  • PCB/CAD Design – Signal Routing: Coursera
  • Pre-MBA Statistics: IIMA - IIM Ahmedabad
  • Inferential and Predictive Statistics for Business: University of Illinois Urbana-Champaign
  • Introduction to Statistics & Data Analysis in Public Health: Imperial College London

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