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AI-Enhanced Data
Visualization
Transforming Insights Through Machine
Learning
1
Data Visualization & Analytics
The Data Deluge Challenge
•90% of world's data created in last 2 years alone
•Humans process visuals 60,000x faster than text
•Traditional tools fail with:
• - High-dimensional data (100+ features)
• - Real-time streaming analytics
• - Unstructured data (text, images)
2
Recommend Reading
101 Data Visualization and
Analytics Projects (Paperback)
WebGPU Data
Visualization Cookbook
(2nd Edition)
Evolution of AI Visualization
• 2015: First auto-chart recommendation systems
• 2017: t-SNE revolutionizes high-dim visualization
• 2019: NLP-powered analytics (Power BI Q&A)
• 2021: GANs enable synthetic data visualization
• 2023: GPT-4 achieves 92% chart interpretation
accuracy
• 2024: Multimodal AI understands charts+context
4
Seeing the Unseeable
• t-SNE: Perfect for 10-50 dimensions
• - Used in genomics (20,000+ genes)
• UMAP: Preserves global structure
• - 100x faster than t-SNE
• PHATE: For temporal/sequential data
• Case Study: Visualized 17,000 COVID
variants
5
AI as Your Data Analyst
• Tableau's Explain Data:
- Detects 27 statistical patterns
- 89% accuracy vs humans
• Salesforce Einstein:
- Predicts KPI movements 14 days
out
- Auto-generates narratives
• Google's Looking Glass:
- Finds hidden correlations 6
Talk to Your Data
• Power BI Q&A understands:
- 1,000+ query variations
- "Show sales by region as treemap"
• ThoughtSpot:
- 90% answers in <10 sec
• Emerging Tech:
- ChatGPT visualization plugins
7
AI as Design Partner
• DALL-E 3 creates dashboard mockups
• Adobe Firefly:
- "Make this chart professional"
• Synthetic data:
- Preserves privacy
• Case Study: Bloomberg's AI redesigns
- 40% faster comprehension
8
Transformative Examples
1. Healthcare: PathAI detects tumors 15% earlier
2. Finance: JPMorgan analyzes 12K reports
3. Retail: Walmart reduces waste by 30%
4. Climate: Hyper-local pollution maps
5. Manufacturing: Tesla defect detection
9
The Dark Side
• Amazon's biased recruiting tool
• COVID tracking over-smoothed spikes
• Financial GANs created fake patterns
• 5 Rules for Ethical AI Viz:
1. Show uncertainty
2. Document sources
3. State limitations
4. Allow override
5. Audit fairness
10
The Next Frontier Data Visualization
•Brain-computer interfaces (Neuralink)
•Quantum visualization (100M pts real-time)
•Emotion-aware dashboards
•AR contact lenses
•Self-documenting visualizations
•Prediction: 60% dashboards AI-generated by
2028
11

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AI Driven Data Visualization - AI is Not Your Enemy

  • 1. AI-Enhanced Data Visualization Transforming Insights Through Machine Learning 1 Data Visualization & Analytics
  • 2. The Data Deluge Challenge •90% of world's data created in last 2 years alone •Humans process visuals 60,000x faster than text •Traditional tools fail with: • - High-dimensional data (100+ features) • - Real-time streaming analytics • - Unstructured data (text, images) 2
  • 3. Recommend Reading 101 Data Visualization and Analytics Projects (Paperback) WebGPU Data Visualization Cookbook (2nd Edition)
  • 4. Evolution of AI Visualization • 2015: First auto-chart recommendation systems • 2017: t-SNE revolutionizes high-dim visualization • 2019: NLP-powered analytics (Power BI Q&A) • 2021: GANs enable synthetic data visualization • 2023: GPT-4 achieves 92% chart interpretation accuracy • 2024: Multimodal AI understands charts+context 4
  • 5. Seeing the Unseeable • t-SNE: Perfect for 10-50 dimensions • - Used in genomics (20,000+ genes) • UMAP: Preserves global structure • - 100x faster than t-SNE • PHATE: For temporal/sequential data • Case Study: Visualized 17,000 COVID variants 5
  • 6. AI as Your Data Analyst • Tableau's Explain Data: - Detects 27 statistical patterns - 89% accuracy vs humans • Salesforce Einstein: - Predicts KPI movements 14 days out - Auto-generates narratives • Google's Looking Glass: - Finds hidden correlations 6
  • 7. Talk to Your Data • Power BI Q&A understands: - 1,000+ query variations - "Show sales by region as treemap" • ThoughtSpot: - 90% answers in <10 sec • Emerging Tech: - ChatGPT visualization plugins 7
  • 8. AI as Design Partner • DALL-E 3 creates dashboard mockups • Adobe Firefly: - "Make this chart professional" • Synthetic data: - Preserves privacy • Case Study: Bloomberg's AI redesigns - 40% faster comprehension 8
  • 9. Transformative Examples 1. Healthcare: PathAI detects tumors 15% earlier 2. Finance: JPMorgan analyzes 12K reports 3. Retail: Walmart reduces waste by 30% 4. Climate: Hyper-local pollution maps 5. Manufacturing: Tesla defect detection 9
  • 10. The Dark Side • Amazon's biased recruiting tool • COVID tracking over-smoothed spikes • Financial GANs created fake patterns • 5 Rules for Ethical AI Viz: 1. Show uncertainty 2. Document sources 3. State limitations 4. Allow override 5. Audit fairness 10
  • 11. The Next Frontier Data Visualization •Brain-computer interfaces (Neuralink) •Quantum visualization (100M pts real-time) •Emotion-aware dashboards •AR contact lenses •Self-documenting visualizations •Prediction: 60% dashboards AI-generated by 2028 11