All Episodes
Displaying 41 - 51 of 51 in total
Episode 41 — AI in Cybersecurity: Detection, Triage, Automation
This episode explores the growing role of AI in cybersecurity, where the scale and speed of modern threats demand advanced detection and automation. AI techniques supp...
Episode 42 — AI in Healthcare & Finance: Safety-Critical Considerations
This episode addresses the unique challenges of deploying AI in safety-critical sectors such as healthcare and finance. In these domains, errors can cause significant ...
Episode 43 — Edge & On-Device AI: Privacy, Latency, Offline Use
This episode explores edge and on-device AI, where models run locally on hardware rather than in centralized cloud servers. Edge AI provides advantages in privacy, sin...
Episode 44 — Agents & Tool Use: When Models Act on Your Behalf
This episode examines AI agents, which extend models beyond text generation into action. Agents use planning and tool integration to execute tasks on behalf of users, ...
Episode 45 — Building with Ethics: Practical Guardrails for Projects
This episode focuses on embedding ethics into AI development through practical guardrails. While high-level principles such as fairness and accountability provide guid...
Episode 46 — Working with Vendors: Questions to Ask, SLAs to Watch
This episode explores the realities of working with AI vendors, a critical skill as few organizations build every component in-house. Vendor relationships require care...
Episode 47 — Recommender Systems: Ranking, Diversity, and Feedback Loops
This episode introduces recommender systems, one of the most visible applications of AI in daily life. Recommenders filter and rank content or products based on user p...
Episode 48 — Time Series & Forecasting: Trends, Seasonality, and Drift
This episode explains time series analysis and forecasting, which focus on predicting values that evolve over time. Key concepts include trends, which capture long-ter...
Episode 49 — Causal Inference for Practitioners: Experiments, A/B Tests, and Uplift
This episode introduces causal inference, which seeks to determine not just correlations but true cause-and-effect relationships. For certification purposes, learners ...
Episode 50 — Optimization & Decision Intelligence: Linear Programming, Constraints, and Trade-Offs
This episode covers optimization and decision intelligence, which focus on choosing the best possible actions under constraints. Optimization techniques such as linear...