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Scientist Quotes
One of my philosophies of building companies is the importance of velocity.
~ Andrew Ng
Building
Companies
Importance
Philosophies
Velocity
design
copy
One of my relatives had been asking me on how he could break into AI. For him to learn AI - deep-learning, technically - a lot of facts exist on the Internet, but it is difficult for someone to go and read the right combination of research papers and find blog posts and YouTube videos and figure out themselves on how to learn deep-learning.
~ Andrew Ng
AI
Asking
Been
Blog
Break
Combination
Could
Difficult
Exist
Facts
Figure
Find
Go
Had
He
Him
How
Internet
Learn
Lot
Me
Out
Papers
Posts
Read
Relatives
Research
Right
Someone
Technically
Themselves
Videos
YouTube
design
copy
One of the things Baidu did well early on was to create an internal platform that made it possible for any engineer to apply deep learning to whatever application they wanted to, including applications that AI researchers like me would never have thought of.
~ Andrew Ng
AI
Any
Application
Applications
Apply
Create
Deep
Did
Early
Engineer
Including
Internal
Learning
Like
Made
Me
Never
One Of The Things
Platform
Possible
Researchers
Things
Thought
Wanted
Well
Whatever
Would
design
copy
One of the things that Baidu did well early on was to create an internal platform for deep learning. What that did was enable engineers all across the company, including people who were not AI researchers, to leverage deep learning in all sorts of creative ways - applications that an AI researcher like me never would have thought of.
~ Andrew Ng
Across
AI
Applications
Company
Create
Creative
Creative Ways
Deep
Did
Early
Enable
Engineers
Including
Internal
Learning
Leverage
Like
Me
Never
One Of The Things
People
Platform
Researcher
Researchers
Sort
Things
Thought
Ways
Well
Were
Who
Would
design
copy
One thing I've been doing at Baidu is running a workshop on the strategy of innovation. The idea is that innovation is not these random unpredictable acts of genius but that, instead, one can be very systematic in creating things that have never been created before.
~ Andrew Ng
Acts
Been
Before
Created
Creating
Doing
Genius
Idea
Innovation
Instead
Never
One Thing
Random
Running
Strategy
Systematic
Thing
Things
Unpredictable
Very
Workshop
design
copy
Our education system has succeeded so far in teaching generations to do different routine tasks. So when tractors displaced farming labor, we taught the next generation to work in factories. But what we've never really been good at is teaching a huge number of people to do non-routine creative work.
~ Andrew Ng
Been
Creative
Creative Work
Different
Displaced
Education
Factories
Far
Farming
Generation
Generations
Good
Huge
Huge Number
Labor
Never
Next
Next Generation
Number
Our
People
Really
Routine
Succeeded
System
Tasks
Taught
Teaching
Work
design
copy
Our educational system globally has not been historically great in reskilling for newer job roles. We need a new social contract to do that. For India, lack of an incumbent structure might be an advantage, where it can use digital education to leapfrog.
~ Andrew Ng
Advantage
Been
Contract
Digital
Education
Educational
Globally
Great
Historically
Incumbent
India
Job
Lack
Might
Need
New
Our
Roles
Social
Social Contract
Structure
System
Use
Where
design
copy
People change jobs much more often, and therefore, companies, on average, invest less in employee development.
~ Andrew Ng
Average
Change
Companies
Development
Employee
Invest
Jobs
Less
More
Much
Often
People
People Change
Therefore
design
copy
Speech recognition today doesn't really work in noisy environments.
~ Andrew Ng
Environments
Noisy
Really
Recognition
Speech
Today
Work
design
copy
Text input is certainly useful, but images and speech are a much more natural way for humans to express their queries. Infants learn to see and speak well before they learn to type. The same is true of human evolution - we've had spoken language for a long time compared to written language, which is a relatively recent development.
~ Andrew Ng
Before
Certainly
Compared
Development
Evolution
Express
Had
Human
Human Evolution
Humans
Images
Infants
Input
Language
Learn
Long
Long Time
More
Much
Natural
Natural Way
Recent
Relatively
Same
See
Speak
Speech
Spoken
Text
Time
True
Type
Useful
Way
Well
Which
Written
design
copy
The big AI dreams of making machines that could someday evolve to do intelligent things like humans could - I was turned off by that. I didn't really think that was feasible when I first joined Stanford.
~ Andrew Ng
AI
Big
Could
Dreams
Evolve
Feasible
First
Humans
Intelligent
Joined
Like
Machines
Making
Off
Really
Someday
Stanford
Things
Think
Turned
design
copy
The biggest ethical challenge AI is facing is jobs. You have to reskill your workforce not just to create a wealthier society but a fairer one. A lot of call centre jobs will go away, and a radiologist's job will be transformed.
~ Andrew Ng
AI
Away
Biggest
Call
Centre
Challenge
Create
Ethical
Facing
Fairer
Go
Go Away
Job
Jobs
Just
Lot
Society
Transformed
Will
Workforce
You
Your
design
copy
The Chinese market is very different. One of the things that I believe is that the biggest, hottest tech trend in China right now is O2O, or online-to-offline.
~ Andrew Ng
Believe
Biggest
China
Chinese
Different
Hottest
I Believe
Market
Now
One Of The Things
Right
Tech
Things
Trend
Very
design
copy
The most trusted way to keep moving up that value chain is to keep investing in individuals - to help them grow in knowledge and skills. Education is hard. It takes individuals to do the hard work.
~ Andrew Ng
Chain
Education
Grow
Hard
Hard Work
Help
Individuals
Investing
Keep
Keep Moving
Knowledge
Most
Moving
Skills
Takes
Them
Trusted
Up
Value
Way
Work
design
copy
The success, or failure, of a CEO to implement AI throughout the organization will depend on them hiring a leader to build an organization to do this. In some companies, CIOs or chief data officers are playing this role.
~ Andrew Ng
AI
Build
CEO
Chief
Companies
Data
Depend
Failure
Hiring
Implement
Leader
Officers
Organization
Playing
Role
Some
Success
Them
Throughout
Will
design
copy
The thing that really excites me today is building a new AI-powered society.
~ Andrew Ng
Building
Excites
Me
New
Really
Society
Thing
Today
design
copy
The true value proposition of education is employment.
~ Andrew Ng
Education
Employment
Proposition
True
True Value
Value
design
copy
The two things I'm most excited about are self-driving cars and speech. Speech doesn't sound like that much, but it's one of those technologies with the potential to change everything. Steve Jobs didn't invent the touch screen. He just made it work very well, and that's changed everything.
~ Andrew Ng
About
Car
Change
Changed
Everything
Excited
He
Invent
Jobs
Just
Like
Made
Most
Much
Potential
Screen
Sound
Speech
Steve
Steve Jobs
Technologies
Things
Those
Touch
Two
Very
Well
Work
design
copy
The way AI complements people's work, it actually creates a lot of new jobs, a lot of demand. For example, if a automatic visual inspection technology helps spot flaws in manufacturing parts, I think that in some cases, this does create a lot more demand for people to come in to rework or to fix some of the parts that an AI has found to be flawed.
~ Andrew Ng
Actually
AI
Automatic
Cases
Come
Create
Creates
Demand
Does
Example
Fix
Flawed
Flaws
For Example
Found
Helps
I Think
Inspection
Jobs
Lot
Manufacturing
More
New
New Jobs
Parts
People
Some
Spot
Technology
Think
Visual
Way
Work
design
copy
There are some outcomes in finance we don't want, and government should regulate that.
~ Andrew Ng
Finance
Government
Outcomes
Regulate
Should
Some
Want
design
copy
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