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The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 1
The Making of AI Startups: Framing, Methods
and Frameworks
NilePruners AI-Talks (Oct 31, 2021)
Hisham Arafat Shehata
Industry Practices Director, Data Science, Big Data and AI Apps, Nile University
Lecturer & Research Projects Supervisor, Professional Masters, Cairo University
Principal Solutions Architect, Technology Strategist and Research Engineer
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 2
Artificial Intelligence (AI)
Chatbots
Robots
Personal
Assistants
Precision
Agriculture
Emotions
Detection
Recommenders
Autonomous
Vehicles
Object
Detection
NLP
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 3
Conversional AI & Cognitive Models
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 4
Computer Vision
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 5
Reinforcement AI
https://developer.nvidia.com/blog/deep-learning-self-driving-cars/
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 6
Perspective Analytics
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 7
Edge AI
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 8
Collaborative AI
https://labs.sogeti.com/
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 9
AI and Startups
Existing
Startups
Trying to
Leverage AI
Startups
Established
on an AI-
Driven
Services
Startups Innovating AI
Platforms,
Components, Models
and Solutions
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 10
Keeping
an Eye
on the
Market
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 11
Technology Startups: The Making
Market
Development
Disruptive Innovation – Design Thinking – Team Skills
Lean
Operations
Strategic
Leadership Technology
Platforming
Financial
Management
Agile
Growth
Funding
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 12
What Makes AI Startups Different?
Priorities in the Journey of
Making an AI Startup?
Uncertainty
Uncertainty
Uncertainty
Uncertainty
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 13
Priority #1: Framing
Innovative & Novelty
How AI is Making
Difference and Add
Value for the Intended
Services?
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 14
Priority #2: Framing
Privacy & Ethics
How Designed AI
Models are Collecting
and Using User Data?
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 15
Priority #3: Framing
Regulations &
Compliance
Are Designed AI
Models Fulfilling
Current and Expected
Future Governance?
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 16
Priority #4: Framing
Transparency
Are we Designing
Explainable, Fair and
Rational AI?
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 17
Priority #5: Framing
Sustainable
Growth
Is there Clear Visibility
on Continuous AI
Models Dev. and ROI?
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 18
Priority #6: AI Model Development
AI Model Framed
Data, ML Methods,
Model Building &
Selection, Tools,
Libraries…
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 19
Priority #7: AI App Operationalization
AI Model
Developed
AI Pipelines, MLOps,
Platform Selection,
Deployment Planning,
Applications…
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 20
Takeaways
Surplus in AI
Know-how, Open
Source,
Components and
Practices The Journey of
Making AI Startups
Should Further Focus
on Mitigating
Uncertainty
Priories from #1 to
#5 are All About
Framing Related to
Different AI
Challenges
Priory #6 on
Developing the
Core AI Models is
Key for Success
Priority #7 is the
Last Mile of Having
AI Operationalized
into Value Services
The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 21
Thank You
harafat@nu.edu.eg
https://eg.linkedin.com/in/hisham-arafat
Q&A on Discord: hiarafat@hotmail.com

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The Making of AI Startups: Framing, Methods and Frameworks

  • 1. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 1 The Making of AI Startups: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) Hisham Arafat Shehata Industry Practices Director, Data Science, Big Data and AI Apps, Nile University Lecturer & Research Projects Supervisor, Professional Masters, Cairo University Principal Solutions Architect, Technology Strategist and Research Engineer
  • 2. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 2 Artificial Intelligence (AI) Chatbots Robots Personal Assistants Precision Agriculture Emotions Detection Recommenders Autonomous Vehicles Object Detection NLP
  • 3. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 3 Conversional AI & Cognitive Models
  • 4. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 4 Computer Vision
  • 5. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 5 Reinforcement AI https://developer.nvidia.com/blog/deep-learning-self-driving-cars/
  • 6. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 6 Perspective Analytics
  • 7. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 7 Edge AI
  • 8. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 8 Collaborative AI https://labs.sogeti.com/
  • 9. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 9 AI and Startups Existing Startups Trying to Leverage AI Startups Established on an AI- Driven Services Startups Innovating AI Platforms, Components, Models and Solutions
  • 10. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 10 Keeping an Eye on the Market
  • 11. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 11 Technology Startups: The Making Market Development Disruptive Innovation – Design Thinking – Team Skills Lean Operations Strategic Leadership Technology Platforming Financial Management Agile Growth Funding
  • 12. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 12 What Makes AI Startups Different? Priorities in the Journey of Making an AI Startup? Uncertainty Uncertainty Uncertainty Uncertainty
  • 13. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 13 Priority #1: Framing Innovative & Novelty How AI is Making Difference and Add Value for the Intended Services?
  • 14. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 14 Priority #2: Framing Privacy & Ethics How Designed AI Models are Collecting and Using User Data?
  • 15. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 15 Priority #3: Framing Regulations & Compliance Are Designed AI Models Fulfilling Current and Expected Future Governance?
  • 16. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 16 Priority #4: Framing Transparency Are we Designing Explainable, Fair and Rational AI?
  • 17. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 17 Priority #5: Framing Sustainable Growth Is there Clear Visibility on Continuous AI Models Dev. and ROI?
  • 18. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 18 Priority #6: AI Model Development AI Model Framed Data, ML Methods, Model Building & Selection, Tools, Libraries…
  • 19. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 19 Priority #7: AI App Operationalization AI Model Developed AI Pipelines, MLOps, Platform Selection, Deployment Planning, Applications…
  • 20. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 20 Takeaways Surplus in AI Know-how, Open Source, Components and Practices The Journey of Making AI Startups Should Further Focus on Mitigating Uncertainty Priories from #1 to #5 are All About Framing Related to Different AI Challenges Priory #6 on Developing the Core AI Models is Key for Success Priority #7 is the Last Mile of Having AI Operationalized into Value Services
  • 21. The Making of AI Startup: Framing, Methods and Frameworks NilePruners AI-Talks (Oct 31, 2021) 21 Thank You harafat@nu.edu.eg https://eg.linkedin.com/in/hisham-arafat Q&A on Discord: hiarafat@hotmail.com