AI in Manufacturing – a Technical Perspective (#AIFightsBack series)
Presented by Steph Locke, CEO @ Nightingale HQ
T: @theStephLocke
Li: /stephanielocke
Covers:
- Overview of AI: AI performs “cognitive” tasks
- Key areas of AI
+ Machine learning & data science
+ Robots may be AI
- AI & ML: What techniques are we most likely to use?
+ Core AI tasks
+ Computer vision
+ Speech
+ Language
+ Core ML tasks
+ Classification
+ Common classification methods
+ Decision trees: Identify ways to split data to get cleanest outcome groups
+ Regression: Predicts the chances of something happening
+ Neural networks: Uses multiple iterations to predict the chances
+ Anomaly detection
+ Anomaly detection types
+ Point anomalies: Unusual inside the whole dataset
+ Contextual anomalies: Unusual compared to neighbouring values
+ Collective anomalies: Connected records that are unusual
+ Patterns
+ K-means clustering: Group records based on “distance”
+ Hierarchical clustering: A multi-level grouping of records
+ Associations: Identify co-occurrences and correlations
- Critical infrastructure: What do we need to have in place?
+ Data
+ Data lake
- Conclusion
+ What should I do next?
+ Key areas of AI
+ The process
Resources
- 7 Quick-win AI Projects paper https://cdn2.hubspot.net/hubfs/5410772/7 Quick Wins/7 Quick Win AI Projects-1.pdf
- AI in Manufacturing article https://blog.nightingalehq.ai/ai-in-manufacturing
- More AI in manufacturing webinars https://nightingalehq.eventbrite.com/
- McKinsey on the future of pharma QC https://www.mckinsey.com/industries/pharmaceuticals-and-medical-products/our-insights/digitization-automation-and-online-testing-the-future-of-pharma-quality-control
- Otis ONE https://www.otis.com/en/hk/otis-signature-service/otis-one/
- ZEISS investment https://www.zeiss.com/corporate/int/innovation-and-technology/zeiss-ventures/investment-strategy/artificial-intelligence-and-image-data.html
- Amgen manufacturing deviation https://www.bioprocessonline.com/doc/how-amgen-uses-ai-tools-to-improve-manufacturing-deviation-investigations-0001
- Edera Safety with Autodesk https://www.autodesk.com/solutions/generative-design/manufacturing?wvideo=0fgcc0xfxw
- Speedy Hire inventory management https://peak.ai/hub/success-story/speedy/
