Episode 18 — Data Collection and Preparation for AI

Episode 18 — Data Collection and Preparation for AI

Author: Jason Edwards September 10, 2025 Duration: 33:04

Data is not just fuel for AI; it must be carefully gathered, cleaned, and prepared to produce reliable results. This episode breaks down the full lifecycle of data preparation, from collection through preprocessing. You’ll hear about structured, semi-structured, and unstructured data, and the importance of cleaning, labeling, and augmenting datasets. Normalization, handling missing values, and feature engineering are explained as key steps to ensure models learn from high-quality inputs.

We then cover broader issues like ethical collection, privacy, and regulatory compliance. Federated learning, human-in-the-loop labeling, and synthetic data generation are highlighted as innovative solutions to common bottlenecks. By the end, you’ll understand that successful AI projects live or die by their data pipelines, making preparation not a side task but the foundation of trustworthy intelligence. Produced by BareMetalCyber.com, where you’ll find more cyber prepcasts, books, and information to strengthen your certification path.


Jason Edwards hosts Certified-Introduction to AI Audio Course, an educational series crafted for anyone curious about how artificial intelligence actually works. This isn't a collection of abstract lectures or speculative futurism; it's a structured, audio-first curriculum that builds a practical foundation. You'll find a clear path through the core concepts that make machines learn, reason, and make decisions, moving from fundamental principles to their tangible effects in the world. The approach is deliberate and cumulative-every episode connects to the next, ensuring that whether you're a student, a working professional, or considering a new career direction, you're never left behind. The content demystifies the terminology and the technology, focusing on comprehension over hype. By engaging with this podcast, you participate in a logical progression designed to build genuine competency. The discussions prioritize clarity and real-world context, exploring both the potential and the current limitations of AI systems. It’s a focused auditory learning experience for those who prefer to learn by listening and who want a substantive, organized introduction to a defining technology of our time. The entire series serves as a comprehensive audio guide, meeting you at your current level of knowledge and systematically expanding it.
Author: Language: English Episodes: 49

Certified - Introduction to AI Audio Course
Podcast Episodes
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Duration: 31:26
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