Pedro Domingos Profile Banner
Pedro Domingos Profile
Pedro Domingos

@pmddomingos

79,183
Followers
166
Following
482
Media
17,906
Statuses

Professor of computer science at UW and author of 'The Master Algorithm' and '2040'. Into machine learning, AI, and anything that makes me curious.

Seattle, WA
Joined July 2015
Don't wanna be here? Send us removal request.
Pinned Tweet
@pmddomingos
Pedro Domingos
28 days
I asked Ron Howard why AI is always the bad guy in sci-fi movies, and he said "because it's the easy way to tell a story. If you want something different, write it." So I did:
15
11
103
@pmddomingos
Pedro Domingos
3 months
America innovates, China replicates, Europe regulates.
467
2K
14K
@pmddomingos
Pedro Domingos
6 months
In the last 30 years, America has produced seven trillion-dollar companies, while Europe has not produced a single one worth more than $100B.
800
1K
9K
@pmddomingos
Pedro Domingos
2 years
All of linear algebra in one diagram:
Tweet media one
64
1K
7K
@pmddomingos
Pedro Domingos
3 years
The demand for non-woke education is skyrocketing. Who will meet it?
225
707
6K
@pmddomingos
Pedro Domingos
4 months
We live in a time when the president of Harvard is a serial plagiarist and 700 of its faculty think that’s OK.
244
1K
6K
@pmddomingos
Pedro Domingos
4 months
What the f*** is wrong with you, @OpenAI ?
Tweet media one
539
718
6K
@pmddomingos
Pedro Domingos
1 year
The anti-woke underground in academia is growing.
251
297
5K
@pmddomingos
Pedro Domingos
2 years
For girls there’s the entire education system. For boys there’s Jordan Peterson.
127
271
4K
@pmddomingos
Pedro Domingos
1 year
San Francisco is dying.
Tweet media one
1K
632
4K
@pmddomingos
Pedro Domingos
1 month
Average temperatures by month instead of year, and suddenly the climate crisis looks like a joke.
Tweet media one
592
433
4K
@pmddomingos
Pedro Domingos
5 months
Prompt engineer could be the shortest-lived occupation in history.
116
177
4K
@pmddomingos
Pedro Domingos
2 months
The Indian government takes the lead in the race to the stupidity singularity.
Tweet media one
192
478
3K
@pmddomingos
Pedro Domingos
3 years
One of the saddest things I've learned recently: students deciding against getting a PhD because they can't take the political correctness of academia any more.
257
248
3K
@pmddomingos
Pedro Domingos
6 years
Crypto-currencies are everything you don’t understand about money combined with everything you don’t understand about computers. (John Oliver)
24
924
3K
@pmddomingos
Pedro Domingos
2 years
Machine learning consumes 75% of Google's computing power.
60
341
3K
@pmddomingos
Pedro Domingos
5 months
America and China produce goods. Europe produces regulations.
135
409
3K
@pmddomingos
Pedro Domingos
2 years
Nvidia now makes more money from AI than from gaming.
45
250
3K
@pmddomingos
Pedro Domingos
2 years
Career paths in AI: Good at math: learning theory Good at GPU programming: deep learning Good at data wrangling: data science None of the above: AI ethics
76
305
3K
@pmddomingos
Pedro Domingos
2 years
Greatest textbooks of all time (1/2): Feynman, "The Feynman Lectures on Physics" Pauling, "General Chemistry" Samuelson, "Economics" Russell, "A History of Western Philosophy" Knuth, "The Art of Computer Programming"
92
380
3K
@pmddomingos
Pedro Domingos
5 months
Steve Ballmer’s net worth is about to overtake Bill Gates’s, because he held on to his Microsoft stock and Bill didn’t.
111
126
2K
@pmddomingos
Pedro Domingos
3 years
A 2021 sequel to "The Matrix" should really be called "The Tensor".
39
312
2K
@pmddomingos
Pedro Domingos
3 months
OpenAI is the Yahoo of AI.
173
203
2K
@pmddomingos
Pedro Domingos
2 months
Step 1: Sundar Pichai is terrified Gemini will blow up, so he gives the responsible AI group extensive power to shape it. Step 2: The responsible AI group goes to town making Gemini woke. Step 3: Woke Gemini causes the blowup Sundar was terrified of.
56
183
2K
@pmddomingos
Pedro Domingos
1 month
This is the same guy who’s been saying every year since 2018 that we’ll have full self-driving next year.
@tsarnick
Tsarathustra
1 month
Elon Musk says we may have AGI by next year and by 2030, AI will exceed all human intelligence combined
256
383
2K
392
141
2K
@pmddomingos
Pedro Domingos
1 year
OpenAI’s dirty little secret is that GPTs are reaching their limits and it doesn’t know what to do next.
213
182
2K
@pmddomingos
Pedro Domingos
1 year
The less you know about a profession, the sooner you think it’ll be replaced by AI.
65
338
2K
@pmddomingos
Pedro Domingos
2 years
Computer science is the bastard child of mathematics and electrical engineering.
78
302
2K
@pmddomingos
Pedro Domingos
1 year
A group at IBM developed a link-based search engine before Google. IBM refused to market it, saying it would never make money. A member of that group (Prabhakar Raghavan) is now Google's head of search and ads, responsible for more revenue per year than IBM's entire market cap.
59
292
2K
@pmddomingos
Pedro Domingos
1 year
I've been an AI expert for 30 years. These days I meet a lot of people who've been AI experts for 3 months.
203
162
2K
@pmddomingos
Pedro Domingos
9 months
All eight authors of the transformer paper have now left Google.
43
164
2K
@pmddomingos
Pedro Domingos
2 months
The irony of Nvidia is that its whole game plan was to build application-specific chips, but it's now worth $2 trillion because its chips turned out to be general-purpose.
33
179
2K
@pmddomingos
Pedro Domingos
6 months
The psychology of AI alarmists: Elon Musk: Savior complex. Needs something to save the world from. Geoff Hinton: Ultra-leftist, world-class eccentric. Yoshua Bengio: Hopelessly naive idealist. Stuart Russell: His only impactful application ever was to nuclear test monitoring.…
241
217
2K
@pmddomingos
Pedro Domingos
3 years
Can we cancel engineering? It's standing in the way of full diversity.
Tweet media one
99
320
2K
@pmddomingos
Pedro Domingos
2 years
Wow. The growth of AI’s computing cost looks exponential even on a log scale.
Tweet media one
44
361
2K
@pmddomingos
Pedro Domingos
2 years
Using AI is like reading books: it gives you a massive advantage over those who don't.
34
157
938
@pmddomingos
Pedro Domingos
3 months
The next breakthrough in AI will come from a grad student with a laptop, not from the $7 trillion Sam Altman is trying to raise.
130
219
2K
@pmddomingos
Pedro Domingos
2 months
What they're thinking right now: Sundar Pichai: "Damn, I knew releasing a chatbot was a bad idea." Satya Nadella: "Wow, we didn't just make Google dance, we made them fall on their face." Sam Altman: "Yay, Gemini almost makes ChatGPT look like it's not woke." Mark Zuckerberg:…
53
170
2K
@pmddomingos
Pedro Domingos
5 months
Your chances of dying of AI extinction are approximately zero. Your chances of dying of a disease that AI could have cured are quite significant.
103
278
2K
@pmddomingos
Pedro Domingos
1 year
Electricity is an existential threat to humans - real cartoon from 1889.
Tweet media one
76
347
2K
@pmddomingos
Pedro Domingos
3 years
Statistics is machine learning for shy people.
38
184
2K
@pmddomingos
Pedro Domingos
1 year
We need more engineers and fewer lawyers in government.
189
194
2K
@pmddomingos
Pedro Domingos
5 months
A single American tech company (Apple) is worth more than all European ones put together.
109
138
2K
@pmddomingos
Pedro Domingos
5 months
Boycott Harvard. Don't go there, don't send your kids there, don't donate, don't collaborate with the hypocrisy. Period. #FireClaudineGay
9
20
154
@pmddomingos
Pedro Domingos
8 months
The Real AI 100 @TIME 's list of the supposedly 100 most influential people in AI is such a mess that as a public service I've taken the time to compile a more reasonable one: Pieter Abbeel @pabbeel Ajay Agrawal @professor_ajay Sam Altman @sama Marc Andreessen @pmarca Susan…
103
410
2K
@pmddomingos
Pedro Domingos
2 months
Jensen Huang told me in 2016 that when Nvidiers first noticed AI researchers were using GPUs they were flabbergasted. The speed and force with which they then pivoted to AI is a case study for the ages.
17
118
2K
@pmddomingos
Pedro Domingos
6 months
Google would be worth a trillion dollars more now if Sundar Pichai hadn't botched AI.
146
85
2K
@pmddomingos
Pedro Domingos
2 years
A better name for deep learning would be brute force learning.
52
144
2K
@pmddomingos
Pedro Domingos
5 months
These five minutes are worth more than many hours of AI alarmist talk.
@JosephJacks_
JJ
5 months
Can we just make @ylecun president of AI and call it a day please?
220
1K
5K
61
250
2K
@pmddomingos
Pedro Domingos
3 years
Machine learning is best for applications where errors have low cost - the opposite of self-driving cars.
58
194
1K
@pmddomingos
Pedro Domingos
5 months
What an idiot, bragging about the damage he's done.
@ThierryBreton
Thierry Breton
5 months
Tweet media one
2K
783
4K
36
88
1K
@pmddomingos
Pedro Domingos
3 years
It's OK to be an activist. What's not OK is to be an activist under cover of being a scientist.
31
170
1K
@pmddomingos
Pedro Domingos
5 months
Q* can solve simple math problems that symbolic AI could solve 50 years ago. Panic! AGI is here! Humanity is over!
95
106
1K
@pmddomingos
Pedro Domingos
5 months
LLMs are fake AI.
231
115
1K
@pmddomingos
Pedro Domingos
2 months
Apple's problem is that machine learning is incompatible with perfectionism.
53
114
1K
@pmddomingos
Pedro Domingos
2 months
Why do we bother?
Tweet media one
247
239
1K
@pmddomingos
Pedro Domingos
3 years
2000s: Neural networks = Deep learning. 2010s: Machine learning = Deep learning. 2020s: Artificial intelligence = Deep learning. 2030s: Computer science = Deep learning. 2040s: Science = Deep learning. 2050s: The universe = Deep learning.
21
212
1K
@pmddomingos
Pedro Domingos
3 years
The woke method: 1. Willfully misunderstand and misrepresent what your opponents say. 2. Hammer on it until your misrepresentation prevails. 3. If that doesn't work, kill discussion by insulting everyone until they don't want to be there.
40
168
1K
@pmddomingos
Pedro Domingos
2 years
The time is coming when medical diagnosis unaided by AI will be considered malpractice.
70
173
1K
@pmddomingos
Pedro Domingos
3 years
Machine learning is a devil's bargain: you gain power but lose control.
30
205
1K
@pmddomingos
Pedro Domingos
2 years
Paradoxically, people get more excited about things they understand less. (E.g.: deep learning, quantum computing, cryptocurrencies.)
56
164
1K
@pmddomingos
Pedro Domingos
3 years
If America is such a cesspool of oppression and inequity, how come it’s a magnet for immigrants?
167
58
1K
@pmddomingos
Pedro Domingos
1 month
A Silicon Valley insider (Reid Hoffman) told me an Inflection co-founder (Reid Hoffman) negotiated a deal with a Microsoft board member (Reid Hoffman), advised by a Greylock partner (Reid Hoffman).
26
108
1K
@pmddomingos
Pedro Domingos
2 months
Google is delighted that Mustafa Suleyman is now Microsoft’s problem.
55
59
1K
@pmddomingos
Pedro Domingos
2 months
The biggest threat to Nvidia is new learning algorithms that outclass transformers and don’t run well on GPUs.
64
106
1K
@pmddomingos
Pedro Domingos
6 months
The OpenAI board just did Sam a great favor. Now he can start a real AI company and run with it without all the AI safetyism losers hindering him.
58
84
1K
@pmddomingos
Pedro Domingos
1 year
Reminder: most AI researchers think the notion of AI ending human civilization is baloney.
227
147
1K
@pmddomingos
Pedro Domingos
5 months
@emilychangtv @laurenepowell @marissamayer @sama @CondoleezzaRice Get your priorities straight. The sex of OpenAI board members is irrelevant. Enough of this odious fixation.
29
32
1K
@pmddomingos
Pedro Domingos
4 months
Academia in one sentence.
Tweet media one
19
139
1K
@pmddomingos
Pedro Domingos
3 years
Computers are the automation of mathematics. If you can't reduce something to mathematics, you can't make a computer do it.
46
202
1K
@pmddomingos
Pedro Domingos
1 year
Everyone in academia knows this, but no one admits it. The stench is unbearable.
Tweet media one
80
152
1K
@pmddomingos
Pedro Domingos
5 months
Apple, which designs iPhones, is worth 60 times more than Foxconn, which manufactures them.
135
82
1K
@pmddomingos
Pedro Domingos
2 years
Half of the female STEM faculty in the US were hired over more qualified men.
1K
116
967
@pmddomingos
Pedro Domingos
10 days
OpenAI’s accidental lead is rapidly evaporating.
107
77
1K
@pmddomingos
Pedro Domingos
2 years
How a science journal announces it’s now pseudo-science.
Tweet media one
53
185
1K
@pmddomingos
Pedro Domingos
1 year
Women are more neurotic than men, and as they gain more power society becomes more neurotic as well.
173
78
1K
@pmddomingos
Pedro Domingos
11 months
The ROI (return on intellect) of science is lowest in physics (massive intellect, no return) and highest in deep learning (no intellect, massive return).
82
153
1K
@pmddomingos
Pedro Domingos
3 years
We do live in a simulation. It's called your brain.
53
176
1K
@pmddomingos
Pedro Domingos
3 years
Happy 70th birthday, k-nearest neighbor - the first true machine learning algorithm, capable of learning any function given enough data.
8
153
1K
@pmddomingos
Pedro Domingos
6 years
A tale of two AI summers: 1980s Now Expert systems Deep learning More rules! More data! LISP machines GPUs Cyc DeepMind Brittleness Brittleness
18
347
1K
@pmddomingos
Pedro Domingos
3 years
Data is the new soil, data scientists are the farmers, and knowledge is what we grow.
27
251
1K
@pmddomingos
Pedro Domingos
3 years
All mathematics is produced by physical objects (brains, computers). Therefore the laws of physics determine what theorems are possible, and mathematics has no existence independent of our universe.
277
136
1K
@pmddomingos
Pedro Domingos
7 days
Interesting how in all these domains AI is asymptoting at roughly human performance - where's the AI zooming past us to superintelligence that Kurzweil etc. predicted/feared?
Tweet media one
267
153
1K
@pmddomingos
Pedro Domingos
2 years
AI has become too fixated on deep learning. It's not healthy.
66
89
1K
@pmddomingos
Pedro Domingos
1 year
Copilot has exposed how mindless most programming is.
81
61
1K
@pmddomingos
Pedro Domingos
3 years
Open letter from computer scientists to ACM opposing cancel culture - sign if you agree:
50
271
940
@pmddomingos
Pedro Domingos
1 month
AI is overhyped in the short term and underhyped in the long term.
44
157
1K
@pmddomingos
Pedro Domingos
4 months
Javier Milei’s marriage of populism and libertarianism is going to sweep the world.
75
80
992
@pmddomingos
Pedro Domingos
3 years
Every couple decades what AI revolves around changes. 60s-70s: Search 80s-90s: Knowledge representation 00s-10s: Machine learning 20s-30s: ???
110
74
909
@pmddomingos
Pedro Domingos
3 years
Men demand an education system that is not hostile to them.
39
71
896
@pmddomingos
Pedro Domingos
4 years
People who think human-level AI is beyond reach overestimate human intelligence.
46
152
942
@pmddomingos
Pedro Domingos
2 years
Machine learning is not just another technology. It will radically change how we see the world.
43
113
933
@pmddomingos
Pedro Domingos
1 year
Europe will soon pass the AI Act, the result of an intensive effort to figure out what it can do to fall further behind in AI.
57
111
925
@pmddomingos
Pedro Domingos
2 years
Twitter's Parag Agrawal is the first CEO of a major tech company with a background in AI. He won't be the last.
26
95
880
@pmddomingos
Pedro Domingos
3 months
If you’re an AI grad student, don’t try to invent the next GPT. Invent the next backprop.
38
82
902
@pmddomingos
Pedro Domingos
2 years
A free version of GPT-3:
11
162
896
@pmddomingos
Pedro Domingos
6 days
You can't create a superintelligence by training a model to copy humans.
170
124
907
@pmddomingos
Pedro Domingos
6 months
Big mistake, Ilya.
30
30
882
@pmddomingos
Pedro Domingos
6 months
I’d rather fire the board than Sam Altman.
30
61
871