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Python Meets UX: Enhancing User Experience with Code - Neeraj Pandey

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Welcome to PyCon TW 2023 Collaborative Writing
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[Untitled]

  • Data is crucial for UX
  • AI quickly analyzes data
  • Reveal UX patterns, understand behavior, and make decision
  • Performs repetitive data tasks and responds to users
  • UX desingers make accurate data-driven decisions quickly

Personalisation

  • personalised user experiences
  • behavioral data analysis
  • predictive analytics
  • real-time data targeting

Automating UX tasks

  1. Performing task manually, time-consuming
  2. Redcue time A/B testing

Case Study

PyShoes

For all Pythonistas

Urilizing Scikit-learn for User Segmentation

  • Personalised Recommendations

User Segmentation using K-means clusters

Analyzing Customer Feedback with NLP

  • Identification of Key Themes and Concerns
  • Gaining Insights into Customer Preferences

Clickstream Analysis for Navigation Patterns

  • Improved website navigation
  • Increased user engagement

Data Mining in Offline Setting

  1. Market Basket analysis
  2. customer segmentation
  3. optimizing store layout
  4. inventory management

Automating repetitive tasks

  • web scrape feedback

Below is the part that speaker updated the talk/tutorial after speech
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