Data & AI Literacy

From Data Skeptic to AI-Enabled Professional

Course Overview

As Artificial Intelligence transitions from a futuristic concept to a daily work tool, the ability to understand and interact with it is no longer optional. This course is designed to bridge the gap between technical complexity and practical utility, moving you from fear or indifference to becoming an informed, critical user.

We focus on the dual pillars of modern information: Data Literacy (the ability to read, analyze, and argue with data) and AI Literacy (understanding the mechanics, possibilities, and ethics of machine intelligence). By the end of this course, you will not only know how AI works, but also how to use it responsibly to augment your own human expertise.

Who This Is For

🤝

Non-Technical Leads & Managers

📝

Content & Creative Teams

⚖️

Legal & Governance Professionals

💡

Knowledge Workers & Strategists

Curriculum & Modules

01

Foundational Data Literacy

* Interpreting common visualizations (Heatmaps, Scatter Plots, Box Plots) * Identifying data quality issues: missing values, duplicates, and outliers * Statistical thinking: correlation vs. causation and margin of error
02

Demystifying the "Black Box"

* AI vs. Machine Learning vs. Deep Learning * Supervised, Unsupervised, and Reinforcement Learning concepts * How Generative AI differs from Predictive AI models
03

Practical AI Skills

* The art of Prompt Engineering for Large Language Models (LLMs) * Using AI for data cleaning and initial insight generation * Identifying hallucinations and misinformation in AI outputs
04

Ethics, Governance & Privacy

* Understanding and mitigating algorithmic bias in training data * Privacy guardrails: handling proprietary data with public AI tools * Intellectual property and the legal landscape of AI-generated content
05

Data Storytelling & Human-in-the-Loop

* Translating AI insights into persuasive business narratives * The role of human judgment in high-stakes AI decision-making * Final Project: Building a responsible AI workflow for a real-world task

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Certificate of Completion provided by Tenets of Data