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