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Removing barriers from AI startups Machine Intelligence Garage @Pete_Bloomfield INTELLIGENT

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Page 1: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

Removing barriers from AI startups Machine Intelligence Garage

@Pete_Bloomfield

INTELLIGENT

Page 2: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Driving the UK Economy through digital innovation

Page 3: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

• London • Brighton • North East and Tees Valley • Northern Ireland

Our Centres

INTELLIGENT

Page 4: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Page 5: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Page 6: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Page 7: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Page 8: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

WORLD LEADING AI RESEARCH

4 of Top 20 Global Universities for

Computer Science based in UK

46 EPSRC funded institutions in AI

& ML

£69m EPSRC funds in AI/ML

projects to date

134 EPSRC grant funded

projects

3rd Globally by no. of citations in

AI & ML (behind China & US)

2nd Globally after US for Impact (as measured by H-index)

4th Globally by number of publications in AI & ML

(behind US, China & Japan)

Page 9: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

https://www.mmcventures.com/wp-content/uploads/2017/10/The-State-of-AI-2017-Inflection-Point-Summary.pdf

UK AI+ML EARLY STAGE LANDSCAPE

Page 10: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

HIGH PROFILE ACQUISITIONS

$500M 2014

$250M 2016

$150M 2016

$50M 2016

Page 11: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

AI - Beyond the hype?

Aggarwal 2018

Page 12: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Page 13: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Applying computer vision

Page 14: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

What AI is in reality for us

A tool to be integrated into digital products.

Ultimately, it’s not just hype, but it’s also not going to do everything

There are concerns, but we are in a position to make a difference

Page 15: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

What’s holding companies back?

Machine intelligence companies face specific barriers:

! Access to talent! Access to training data: cost, quantity & privacy! Access to computation: speed, cost & expertise! Industry adoption! Ethics

Page 16: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

What are we doing to build the AI sector in the UK?

Page 17: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

Machine Intelligence Garage

Page 18: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

Hosted hardware (NVidia DGX-1 and Graphcore IPUs)

Cloud computing vouchers

Access to existing UK HPC infrastructure

Demo and Experimentation Space with new ML chips

www.migarage.ai

Core components

!18

Page 19: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

www.migarage.ai

Partners

!19

Page 20: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

Rolling open call, applications assessed every 8-10 weeks; Criteria:

• AI-Enabled Product or Service Idea

• Strong Tech Team

• (Early Stage)

• Immediate Need for Computation

• Data Ready • Ethical Use of AI

www.migarage.ai

Startup programme

!20

Page 21: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

MIGarage Ethics Committee:

● Prof. Luciano Floridi as chair ● ~60 applications for working group● Interviews finalised May 18

○ 6 working group, 5 steering group

Page 22: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

INTELLIGENT

MIGarage Ethics Committee:1. Artificial intelligence should be developed for the common good and benefit of humanity. 2. Artificial intelligence should operate on principles of intelligibility and fairness. 3. Artificial intelligence should not be used to diminish the data rights or privacy of individuals, families or communities. 4. All citizens should have the right to be educated to enable them to flourish mentally, emotionally and economically alongside artificial intelligence. 5. The autonomous power to hurt, destroy or deceive human beings should never be vested in artificial intelligence.

Page 23: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

Impact

10 UK startups on-boarded in two cohorts

Page 24: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

www.migarage.ai

Our companies

!24

Cambridge Bio-Augmentation systems (CBAS)

Prosthetics using neural signal integration, Including a “prosthetic interface device” AI = Deep neural net for predicting behavioral data from neural activity

Cohort #1 - HPC (Hartree centre)

NVIDIA AI inception pitch day in March

They are hiring!

Page 25: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

www.migarage.ai

Our companies

!25

Generative Tensorial Networks (GTN)

Drug discovery company, using DNNs for compound classification.

Cohort #1 - GCP voucher

£2.1 Mil funding + new hires

Currently recruiting

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www.migarage.ai

Our companies

!26

Skin Analytics

Melanoma detection using Image classification Cohort #2 AWS cloud computing vouchers

$1.6 Mil raised to date

Page 27: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

This call for applications is open!

https://www.migarage.ai/application-open-call/

www.migarage.ai

Get involved

!27

Page 28: Removing barriers from AI startups - UCL · 2018-10-18 · Access to existing UK HPC infrastructure Demo and Experimentation Space with new ML chips ... Drug discovery company, using

Thank you!

@Pete_Bloomfield

www.migarage.ai