~/talk

Full stack AI design and development

Talkat SkillUp 2021 · 2021-04-22..04-23· [machine-learning, ai-assisted-development]
links:none on file
slides:none on file

Shows a working full-stack pipeline that pulls two MySQL tables, merges and cleans them, label-encodes categorical fields, drops 121 missing cells from ~7,000 rows and 21 columns, then trains multiple models (logistic, Naive Bayes, SVM, decision tree, AdaBoost) and exports frozen artifacts as .sav files. A Python web app loads random_forest.sav to predict telecom churn with ~78% accuracy and an AdaBoost 81% test accuracy is reported. Includes a MySQL+Python pipeline and a dataset-similarity check to trigger retraining.

AI-written summary · about

  1. 0:00Introduction
  2. 2:45Agenda
  3. 4:05About Me
  4. 4:47Session Plan
  5. 7:47Outcome
  6. 9:55Twoway communication
  7. 10:30Exercise
  8. 22:22Secret Sauce
  9. 26:49Algorithms
  10. 37:29Amazon example
  11. 40:59Netflix example
  12. 43:29Computer Vision
  13. 46:59Applications of AI
  14. 48:24Workshop
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