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If we can make computers more intelligent - and I want to be careful of AI hype - and understand the world and the environment better, it can make life so much better for many of us. Just as the Industrial Revolution freed up a lot of humanity from physical drudgery I think AI has the potential to free up humanity from a lot of the mental drudgery.
~ Andrew Ng
AI
Be Careful
Better
Careful
Computers
Drudgery
Environment
Free
Freed
Humanity
Hype
I Think
Industrial
Industrial Revolution
Intelligent
Just
Life
Lot
Make
Many
Mental
More
Much
Physical
Potential
Revolution
Think
Understand
Up
Us
Want
World
design
copy
If you have a lot of data and you want to create value from that data, one of the things you might consider is building up an AI team.
~ Andrew Ng
AI
Building
Consider
Create
Data
Lot
Might
One Of The Things
Team
Things
Up
Value
Want
You
design
copy
If you want to publish data, you should do it to share knowledge.
~ Andrew Ng
Data
Knowledge
Publish
Share
Should
Want
You
design
copy
Imagine if we can just talk to our computers and have it understand, 'Please schedule a meeting with Bob for next week.' Or if each child could have a personalized tutor. Or if self-driving cars could save all of us hours of driving.
~ Andrew Ng
Bob
Car
Child
Computers
Could
Driving
Each
Hours
Imagine
Just
Meeting
Next
Our
Personalized
Please
Save
Schedule
Talk
Tutor
Understand
Us
Week
design
copy
In English, there is one word for sister. In Chinese, there are two separate words, for elder and younger sister. This is actually a translation problem because if you see the word sister, you don't know how to translate it to Chinese because you don't know if it's an elder sister or younger.
~ Andrew Ng
Actually
Because
Chinese
Elder
English
How
Know
One Word
Problem
See
Separate
Sister
Translate
Translation
Two
Word
Words
You
Younger
Younger Sister
design
copy
In healthcare, we are beginning to see that AI can read the radiology images better than most radiologists. In education, we have a lot of data, and companies like Coursera are putting up a lot of content online.
~ Andrew Ng
AI
Beginning
Better
Companies
Content
Data
Education
Healthcare
Images
Like
Lot
Most
Online
Putting
Read
See
Than
Up
design
copy
In my own life, I found that whenever I wasn't sure what to do next, I would go and learn a lot, read a lot, talk to experts. I don't know how the human brain works, but it's almost magical: when you read enough or talk to enough experts, when you have enough inputs, new ideas start appearing. This seems to happen for a lot of people that I know.
~ Andrew Ng
Almost
Appearing
Brain
Enough
Experts
Found
Go
Happen
How
Human
Human Brain
Ideas
Input
Know
Learn
Life
Lot
Magical
My Own
New
New Ideas
Next
Own
People
Read
Seems
Start
Sure
Talk
Whenever
Works
Would
You
design
copy
In Silicon Valley, there are a lot of startups using computer vision for agriculture or shopping - there are a lot for clothes shopping. At Baidu, for example, if you find a picture of a movie star, we actually use facial recognition to identify that movie star and then tell you things like their age and hobbies.
~ Andrew Ng
Actually
Age
Agriculture
Clothes
Computer
Example
Facial
Find
For Example
Hobbies
Identify
Like
Lot
Movie
Movie Star
Picture
Recognition
Shopping
Silicon
Silicon Valley
Star
Startups
Tell
Then
Things
Use
Using
Valley
Vision
You
design
copy
In terms of building consumer products, the U.S. and China are ahead of India. The interesting opportunity for India is whenever there is a disruption in technology, it gives every country a chance to leapfrog and take a lead. To take an example, China is leaping ahead in growing the China electric vehicle ecosystem.
~ Andrew Ng
Ahead
Building
Chance
China
Consumer
Country
Disruption
Ecosystem
Electric
Every
Example
Gives
Growing
India
Interesting
Lead
Opportunity
Products
Take
Technology
Terms
Vehicle
Whenever
design
copy
India has a large base of tech talent, and I hope that a lot of AI machine learning education online will allow Indian software professionals to break into AI.
~ Andrew Ng
AI
Allow
Base
Break
Education
Hope
I Hope That
India
Indian
Large
Learning
Lot
Machine
Online
Professionals
Software
Talent
Tech
Will
design
copy
It is difficult to think of a major industry that AI will not transform. This includes healthcare, education, transportation, retail, communications, and agriculture. There are surprisingly clear paths for AI to make a big difference in all of these industries.
~ Andrew Ng
Agriculture
AI
Big
Big Difference
Clear
Communications
Difference
Difficult
Education
Healthcare
Industries
Industry
Major
Make
Paths
Retail
Surprisingly
Think
Transform
Transportation
Will
design
copy
It seemed really amazing that you could write a few lines of code and have it learn to do interesting things.
~ Andrew Ng
Amazing
Code
Could
Few
Interesting
Interesting Things
Learn
Lines
Really
Seemed
Things
Write
You
design
copy
It takes a government to set up public-private partnerships and develop university programmes. I think this is the best path for India, given the rapid progress the country has already made and given the rapid progress we all hope India will continue to make.
~ Andrew Ng
Best
Continue
Country
Develop
Given
Government
Hope
I Think
India
Made
Make
Partnerships
Path
Programmes
Progress
Rapid
Set
Takes
Think
University
Up
Will
design
copy
Job displacement is so huge, I'm tempted to not talk about anything other than that.
~ Andrew Ng
About
Anything
Displacement
Huge
Job
Other
Talk
Tempted
Than
design
copy
Life is shockingly short; I don't want to waste that many days.
~ Andrew Ng
Days
Life
Many
Short
Want
Waste
design
copy
Machine learning is the most popular course for people from India. There is a window of time when India can embrace and capture a large fraction of the AI opportunity. But it will not remain open for ever.
~ Andrew Ng
AI
Capture
Course
Embrace
Ever
Fraction
India
Large
Learning
Machine
Most
Open
Opportunity
People
Popular
Remain
Time
Will
Window
design
copy
Many researchers are exploring other forms of AI, some of which have proved useful in limited contexts; there may well be a breakthrough that makes higher levels of intelligence possible, but there is still no clear path yet to this goal.
~ Andrew Ng
AI
Breakthrough
Clear
Exploring
Forms
Goal
Higher
Higher Levels
Intelligence
Levels
Limited
Makes
Many
May
Other
Path
Possible
Proved
Researchers
Some
Still
Useful
Well
Which
design
copy
Most of the value of deep learning today is in narrow domains where you can get a lot of data. Here's one example of something it cannot do: have a meaningful conversation.
~ Andrew Ng
Cannot
Conversation
Data
Deep
Example
Get
Here
Learning
Lot
Meaningful
Most
Narrow
Something
Today
Value
Where
You
design
copy
No university is the best place to execute every mission and no one company the best place to execute every mission.
~ Andrew Ng
Best
Company
Every
Execute
Mission
No-One
Place
University
design
copy
None of us today know how to get computers to learn with the speed and flexibility of a child.
~ Andrew Ng
Child
Computers
Flexibility
Get
How
Know
Learn
None
Speed
Today
Us
design
copy
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