Itinai.com amazingly inviting cute adorable round ai bot in t a10513ec 1018 489c 86ae bb0ce364e29c 2
Itinai.com amazingly inviting cute adorable round ai bot in t a10513ec 1018 489c 86ae bb0ce364e29c 2

Philosophy and data science — Thinking deeply about data

The article explores the intersection of philosophy and data science, focusing on causality. It delves into different philosophical theories of causality, such as deterministic vs probabilistic causality, regularity theory, process theory, and counterfactual causation. The author emphasizes the importance of understanding causality in data science to provide valuable recommendations.

 Philosophy and data science — Thinking deeply about data

“`html





Philosophy and Data Science — Thinking Deeply about Data

Philosophy and Data Science — Thinking Deeply about Data

Part 3: Causality

Image by Cottonbro Studios from Pexels.com

My hope is that by the end of this article you will have a good understanding of how philosophical thinking around causation applies to your work as a data scientist. Ideally you will have a deeper philosophical perspective to give context to your work!

Introduction

I love how many philosophical topics take a seemingly obvious concept, like causality, and make you realize it is not as simple as you think. This is the third part in a multi-part series about philosophy and data science.

Causality’s Unobservability

David Hume, a famous skeptic, made the astute observation that we cannot observe causality directly with our senses. This is the primary challenge of causality, we have to infer it from our observations.

Deterministic vs. probabilistic causality

Deterministic causality states that causal relationships have no elements of randomness in them while probabilistic causality proposes that there is some randomness in the causal relationship.

Regularity theory of causality

The regularity theory defines causation by the regular sequencing of events. It simplifies identifying ‘causation’ but may not offer practical knowledge.

Process theory of causality

Process theory seeks to understand the reason behind causation and looks to explain the relationships between events.

Counterfactual Causation

The counterfactual causation approach establishes causal relationships between events by asking ‘What would’ve happened had things been different?’

Bringing it all together

The philosophy of causality gives data scientists a lot of useful perspectives on how causality can be understood and used to add data-driven value.

Discover how AI can redefine your way of work

If you want to evolve your company with AI, stay competitive, and use for your advantage Philosophy and data science — Thinking deeply about data.

Identify Automation Opportunities:

Locate key customer interaction points that can benefit from AI.

Define KPIs:

Ensure your AI endeavors have measurable impacts on business outcomes.

Select an AI Solution:

Choose tools that align with your needs and provide customization.

Implement Gradually:

Start with a pilot, gather data, and expand AI usage judiciously.

For AI KPI management advice, connect with us at hello@itinai.com.

Spotlight on a Practical AI Solution: Consider the AI Sales Bot from itinai.com/aisalesbot designed to automate customer engagement 24/7 and manage interactions across all customer journey stages.

Discover how AI can redefine your sales processes and customer engagement. Explore solutions at itinai.com.



“`

List of Useful Links:

Itinai.com office ai background high tech quantum computing 0002ba7c e3d6 4fd7 abd6 cfe4e5f08aeb 0

Vladimir Dyachkov, Ph.D
Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

Unleash Your Creative Potential with AI Agents

Competitors are already using AI Agents

Business Problems We Solve

  • Automation of internal processes.
  • Optimizing AI costs without huge budgets.
  • Training staff, developing custom courses for business needs
  • Integrating AI into client work, automating first lines of contact

Large and Medium Businesses

Startups

Offline Business

100% of clients report increased productivity and reduced operati

AI news and solutions