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← High-quality data collection depends more on careful human execution than on machine learning techniques alone.
17 connected korrents · 18 moments from 23 Jul 2017 to 21 Oct 2026.
Everything filed under AI and science
AI and science
Everything filed under AI and human skill
AI and human skill
Everything filed under protein structure prediction
protein structure prediction
Everything filed under mathematics
mathematics
Everything filed under LLMs
LLMs
Everything filed under computer vision
computer vision
Everything filed under robotics
robotics
Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject Same subject
Read this korrent: High-quality data collection depends more on careful human execution than on machine learning techniques alone.
High-quality data collection depends more on careful human execution than on machine learning techniques alone.
Last stated 3 years ago
5 Feb 2024
LW
Lilian Weng — holds since 2024-02-05 — tap for who they are
Same subject: How much machine learning can help a biological problem is set by the quality of the data around that problem, not by the algorithms. — tap to centre the map on it
How much machine learning can help a biological problem is set by the quality of the data around that problem, not by the algorithms.
Last stated 2 years ago
19 Sept 2024
DL
Derek Lowe — holds since 2024-09-19 — tap for who they are
Same subject: High-quality video data, especially paired with text, is harder to collect at scale than image or text data. — tap to centre the map on it
High-quality video data, especially paired with text, is harder to collect at scale than image or text data.
Last stated 3 years ago
12 Apr 2024
LW
Lilian Weng — holds since 2024-04-12 — tap for who they are
Same subject: Machine learning is a shallow field compared with mathematics: even its most important ideas can be explained in a couple of minutes. — tap to centre the map on it
Machine learning is a shallow field compared with mathematics: even its most important ideas can be explained in a couple of minutes.
Last stated 3 months ago
11 Aug 2026
RG
Ryan Greenblatt — holds since 2026-08-11 — tap for who they are
Same subject: We have neither the data nor the insight to use machine learning to pick drug targets that succeed in the clinic more often. — tap to centre the map on it
We have neither the data nor the insight to use machine learning to pick drug targets that succeed in the clinic more often.
Last stated 3 years ago
25 May 2023
DL
Derek Lowe — holds since 2023-05-25 — tap for who they are
Same subject: There is very little hard data on which factors are critical to making a data science team successful. — tap to centre the map on it
There is very little hard data on which factors are critical to making a data science team successful.
Last stated 9 years ago
23 Jul 2017
RC
Rui Carmo — holds since 2017-07-23 — tap for who they are
Same subject: Hand-tuning a robot's data set cannot reach very high reliability, because people get tired; the system has to seek out its own missing data. — tap to centre the map on it
Hand-tuning a robot's data set cannot reach very high reliability, because people get tired; the system has to seek out its own missing data.
Last stated 3 months ago
12 Aug 2026
CF
Chelsea Finn — holds since 2026-08-12 — tap for who they are
Same subject: As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary — tap to centre the map on it
As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary
Last stated 3 years ago
16 Jan 2024
CH
Chip Huyen — holds since 2024-01-16 — tap for who they are
Same subject: The internet is already past peak truth, and picking out training data worth learning from will only get harder. — tap to centre the map on it
The internet is already past peak truth, and picking out training data worth learning from will only get harder.
Last stated 6 months ago
13 May 2026
AH
Anders Hejlsberg — holds since 2026-05-13 — tap for who they are
Same subject: A developer cannot be productive and competitive today without using AI — tap to centre the map on it
A developer cannot be productive and competitive today without using AI
Last stated 3 weeks ago
19 Oct 2026
TH
Troy Hunt — holds since 2026-10-19 — tap for who they are
Same subject: A job that consists of approving AI output has no flow channel at all, because the challenge has been exported to the machine and only the vigilance remains. — tap to centre the map on it
A job that consists of approving AI output has no flow channel at all, because the challenge has been exported to the machine and only the vigilance remains.
Last stated 2 weeks ago
21 Oct 2026
JN
Jakob Nielsen — holds since 2026-10-21 — tap for who they are
Same subject: A long, well-written document no longer signals that its author knows the subject. — tap to centre the map on it
A long, well-written document no longer signals that its author knows the subject.
Last stated 3 months ago
16 Aug 2026
AO
Ayo Omojola — holds since 2026-08-16 — tap for who they are
Same subject: A narrow, highly accurate model can beat a general one inside its own domain, as AlphaFold did, and materials science and chip design are next. — tap to centre the map on it
A narrow, highly accurate model can beat a general one inside its own domain, as AlphaFold did, and materials science and chip design are next.
Last stated 3 months ago
30 Jul 2026
JD
Jeff Dean — holds since 2026-07-30 — tap for who they are
Same subject: Contemporary physical and evolutionary structure-prediction approaches fall far short of experimental accuracy without a close experimental homologue, limiting biological utility. — tap to centre the map on it
Contemporary physical and evolutionary structure-prediction approaches fall far short of experimental accuracy without a close experimental homologue, limiting biological utility.
Last stated 5 years ago
15 Jul 2021
DH
Demis Hassabis — holds since 2021-07-15 — tap for who they are
Same subject: Deep learning has effectively solved the problem of predicting a protein's 3D structure from its sequence. — tap to centre the map on it
Deep learning has effectively solved the problem of predicting a protein's 3D structure from its sequence.
Last stated a year ago
29 Jun 2025
EH
Elliot Hershberg — holds since 2025-06-29 — tap for who they are
Same subject: If AIs prove all theorems, current methods of gaining mathematical understanding will stop working. — tap to centre the map on it
If AIs prove all theorems, current methods of gaining mathematical understanding will stop working.
Last stated 4 weeks ago
9 Oct 2026
ZM
Zvi Mowshowitz — holds since 2026-10-09 — tap for who they are
Same subject: Improper use of AI offloads a person's thinking and learning, which mortgages a field's future development. — tap to centre the map on it
Improper use of AI offloads a person's thinking and learning, which mortgages a field's future development.
Last stated a month ago
26 Sept 2026
TT
Terence Tao — holds since 2026-09-26 — tap for who they are
Same subject: A persistently rising dividend yield eventually forces capital appreciation as the market rerates the stock. — tap to centre the map on it
A persistently rising dividend yield eventually forces capital appreciation as the market rerates the stock.
Last stated 8 months ago
3 Mar 2026
SB
Sanjay Bakshi — holds since 2026-03-03 — tap for who they are
same subject or similar wording a cloud: claims about one subject, named for it bar: when it was last stated, on a scale from 2015 to today — full is today a face: someone who holds the claim — tap it for who they are
At the centre
High-quality data collection depends more on careful human execution than on machine learning techniques alone.
Last stated 5 Feb 2024 · 3 years ago
Holds Lilian Weng
Read this korrent →
Similar wording
How much machine learning can help a biological problem is set by the quality of the data around that problem, not by the algorithms.
Last stated 19 Sept 2024 · 2 years ago
Holds Derek Lowe
Similar wording
High-quality video data, especially paired with text, is harder to collect at scale than image or text data.
Last stated 12 Apr 2024 · 3 years ago
Holds Lilian Weng
Similar wording
Machine learning is a shallow field compared with mathematics: even its most important ideas can be explained in a couple of minutes.
Last stated 11 Aug 2026 · 3 months ago
Holds Ryan Greenblatt
Similar wording
We have neither the data nor the insight to use machine learning to pick drug targets that succeed in the clinic more often.
Last stated 25 May 2023 · 3 years ago
Holds Derek Lowe
Similar wording
There is very little hard data on which factors are critical to making a data science team successful.
Last stated 23 Jul 2017 · 9 years ago
Holds Rui Carmo
Similar wording
Hand-tuning a robot's data set cannot reach very high reliability, because people get tired; the system has to seek out its own missing data.
Last stated 12 Aug 2026 · 3 months ago
Holds Chelsea Finn
Similar wording
As models get better at following instructions, techniques like finetuning and constrained sampling for structured outputs will become less necessary
Last stated 16 Jan 2024 · 3 years ago
Holds Chip Huyen
Similar wording
The internet is already past peak truth, and picking out training data worth learning from will only get harder.
Last stated 13 May 2026 · 6 months ago
Holds Anders Hejlsberg
Same subject: AI and human skill
A developer cannot be productive and competitive today without using AI
Last stated 19 Oct 2026 · 3 weeks ago
Holds Troy Hunt
Same subject: AI and human skill
A job that consists of approving AI output has no flow channel at all, because the challenge has been exported to the machine and only the vigilance remains.
Last stated 21 Oct 2026 · 2 weeks ago
Holds Jakob Nielsen
Same subject: AI and human skill
A long, well-written document no longer signals that its author knows the subject.
Last stated 16 Aug 2026 · 3 months ago
Holds Ayo Omojola
Same subject: protein structure prediction
A narrow, highly accurate model can beat a general one inside its own domain, as AlphaFold did, and materials science and chip design are next.
Last stated 30 Jul 2026 · 3 months ago
Holds Jeff Dean
Same subject: protein structure prediction
Contemporary physical and evolutionary structure-prediction approaches fall far short of experimental accuracy without a close experimental homologue, limiting biological utility.
Last stated 15 Jul 2021 · 5 years ago
Holds Demis Hassabis
Same subject: protein structure prediction
Deep learning has effectively solved the problem of predicting a protein's 3D structure from its sequence.
Last stated 29 Jun 2025 · a year ago
Holds Elliot Hershberg
Same subject: mathematics
If AIs prove all theorems, current methods of gaining mathematical understanding will stop working.
Last stated 9 Oct 2026 · 4 weeks ago
Holds Zvi Mowshowitz
Same subject: mathematics
Improper use of AI offloads a person's thinking and learning, which mortgages a field's future development.
Last stated 26 Sept 2026 · a month ago
Holds Terence Tao
Same subject: mathematics
A persistently rising dividend yield eventually forces capital appreciation as the market rerates the stock.
Last stated 3 Mar 2026 · 8 months ago
Holds Sanjay Bakshi