Neural Networks & LLMs — Learning Paths

Core curriculum with Python exercises and OTEL instrumentation. Build neural networks from scratch and instrument training loops with observability.

4 wks · 4–5 hrs/wk

For PMs, executives, and sales leaders. Decision-making frameworks, risk assessment, and communicating model limitations to customers.

2–3 wks · 3–5 hrs/wk

Dashboards, metrics, drift detection, and SLOs for ML systems. No coding required. Systems-thinking approach to monitoring and alerting.

2–3 wks · 2–3 hrs/wk

Zero CS background required. Scaffolded, empathetic, slow-paced. Reflection exercises and explicit permission to learn at your own pace.

5–6 wks · 1–2 hrs/wk

Teaching toolkit with discussion prompts, classroom activities, student misconceptions tables, assessment rubrics, and pedagogical strategies.

Reference doc