Data · Self-paced

Python Notebooks for Ops Metrics

Notebook-first analytics for teams that live in chat and spreadsheets.

Overhead view of organized cables and hardware

4.200.000 ₫ · 5 weeks · Beginner

Schedule: Flexible Skills badge (internal) Languages: English, Vietnamese forum

Overview

Learn to clean CSV exports, chart responsibly, and export artifacts mentors can critique. No machine learning hype.

Included modules

  • Pandas hygiene drills
  • Chart lie detection exercises
  • Notebook review rubric
  • Office hours on Polars preview
  • Scheduling notebooks ethically
  • Capstone: executive one-pager notebook
  • Git hygiene for analysts

Outcomes

  1. Publish a reproducible notebook with pinned dependencies
  2. Identify two visualization pitfalls you previously missed
  3. Present findings without sensationalizing deltas

Lead mentor

Huong Bui

Huong Bui

Data coach for municipal logistics pilots.

FAQ

No GPU workloads.

Participant notes

“Chart lie detection from Python Notebooks for Ops Metrics changed how we color SLA slides.”

Linh · Ops coordinator · Healthcare supplier · 5/5 · survey

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