Publishing Details
Contact & Outreach
About This Podcast
Podcasting 2.0 Features
Explore Statistics
Recent Episodes
Welcome to the CompTIA DataAI Course!
Welcome to The Bare Metal Cyber CompTIA DataAI Audio Course—your practical companion for preparing for the DataAI certification. Built for busy professionals who need a strong, usable foundation in…
Episode 70 — Specialized applications survey: graphs, heuristics, greedy methods, and reinforcement learning
This episode surveys specialized application areas that show up on DY0-001 as evidence you can recognize when standard supervised learning is not the best tool for the job. You will explore graph…
Episode 69 — Computer vision essentials: augmentation, detection, segmentation, and tracking basics
This episode introduces computer vision essentials that DY0-001 expects you to understand at a conceptual and workflow level, especially how data preparation and evaluation choices shape outcomes.…
Episode 68 — Evaluate NLP results correctly: precision/recall tradeoffs, bias, and failure modes
This episode focuses on evaluating NLP systems because DY0-001 expects you to measure text models with the same discipline you apply to any predictive system, while also accounting for…
Episode 67 — Natural language processing essentials: tokenization, embeddings, TF-IDF, and topic models
This episode covers NLP essentials that appear on DY0-001 because text data requires specific preprocessing and representation choices before any model can learn from it reliably. You will learn…
Episode 66 — Apply bandit thinking for experimentation: exploration, exploitation, and regret basics
This episode introduces multi-armed bandit thinking as a practical experimentation approach, and it prepares you for DY0-001 prompts where the best choice is adaptive learning rather than fixed,…
Episode 65 — Optimize under constraints: constrained vs unconstrained methods and practical solvers
This episode explains optimization under constraints in a way that supports DY0-001 reasoning about feasibility, tradeoffs, and why some solutions look good on paper but cannot be implemented in…
Episode 64 — Choose deployment environments well: containers, cloud, hybrid, edge, and on-prem constraints
This episode teaches how to choose a deployment environment based on constraints, because DY0-001 expects you to weigh latency, cost, security, governance, and operational maturity rather than…
Episode 63 — Apply DevOps and MLOps principles: CI/CD, validation gates, monitoring, and rollback
This episode connects DevOps and MLOps to the realities of deploying and maintaining AI systems, which DY0-001 tests through scenarios where the “right” answer is about control and safety, not just…
Episode 62 — Operationalize the lifecycle: CRISP-DM, DAMA, versioning, documentation, and testing
This episode explains how to operationalize the data and AI lifecycle using structured frameworks, because DY0-001 expects you to think in repeatable processes that hold up under change, audit, and…
Episode 61 — Manage labeling and ground truth carefully: ambiguity, reliability, and measurement error
This episode focuses on labeling and ground truth because DY0-001 questions often test whether you understand that “the label” is not automatically truth, but a measurement with limits that shape…
Episode 60 — Clean data like a professional: standardization, deduplication, regex, and error handling
This episode focuses on data cleaning as an engineering discipline, not a one-time cleanup, because DY0-001 expects you to build processes that remain reliable as data changes. You will learn…
Episode 59 — Execute wrangling cleanly: joins, keys, fuzzy matching, unions, and intersections
This episode teaches data wrangling as a precision skill, because DY0-001 questions often test whether you can predict what a transformation will do to row counts, data quality, and downstream…
Episode 58 — Design ingestion and storage decisions: formats, pipelines, lineage, and refresh cadence
This episode focuses on ingestion and storage choices that make data usable and trustworthy over time, which matters on DY0-001 because lifecycle design is part of real DataAI competence. You will…
Episode 57 — Obtain and assess data sources: generated, synthetic, and commercial tradeoffs
This episode teaches how to evaluate data sources with the kind of practical skepticism DY0-001 expects, especially when you must choose between internally generated data, synthetic data, and…
Episode 56 — Align data work to business needs: KPIs, requirements, privacy, and compliance constraints
This episode ties technical work to business reality, which is a core DY0-001 theme because the exam expects you to make decisions that respect requirements, risk, and governance, not just model…
Episode 55 — Use anomaly detection approaches without overclaiming: scores, thresholds, and drift
This episode teaches anomaly detection as a risk-based workflow where you manage uncertainty carefully, because DY0-001 questions often test whether you can avoid overstated conclusions from weak…
Episode 54 — Apply clustering thoughtfully: k-means limits, density methods, and evaluation
This episode builds clustering judgment that goes beyond “run k-means and call it done,” which is exactly the kind of applied thinking DY0-001 rewards. You will define clustering as an unsupervised…
Episode 53 — Recognize deep model families: CNNs, RNNs, LSTMs, and fitting the right use case
This episode teaches you how to select a deep learning model family based on data structure and task requirements, which is a common DY0-001 decision pattern. You will learn how convolutional neural…
Episode 52 — Train deep models safely: optimizers, learning rates, dropout, and batch normalization
This episode focuses on the training controls that make deep learning practical and reliable, because DY0-001 scenario questions often test whether you can stabilize training and reduce overfitting…
Frequently Asked Questions
Certified: The CompTIA DataAI Audio Course has published 71 episodes since February 2026, covering topics in Courses, Education.
Certified: The CompTIA DataAI Audio Course is currently dormant with new episodes hourly. Average episode length is 15m.
Sign up on Grep.FM to access contact details for Certified: The CompTIA DataAI Audio Course, including email and social media links.
Similar Podcasts
Data Career Podcast: Helping You Land a Data Analyst Job FAST
Avery Smith - Data Career Coach
213 episodes
Boardroom Governance with Evan Epstein
Evan Epstein
211 episodes
Machine Learning Guide
OCDevel
60 episodes
Technology Tap: CompTIA Study Guide
Juan Rodriguez - CompTIA Exam Prep Professor
138 episodes
Apple @ Work
9to5Mac
100 episodes
Women Leaders on the Move - HerCsuite® Radio
Natalie Benamou, Host and HerCsuite® Founder, C-suite leader
270 episodes