Nice to discover Judea Pearl ask a fundamental question. What's an 'inductive bias'?

I crucial step on the road towards AGI is a richer vocabulary for reasoning about inductive biases.
@yudapearl explores the apparent impedance mismatch between inductive biases and causal reasoning. But isn't the logical thinking required for good causal reasoning also not an inductive bias?
An inductive bias is what C.S. Peirce would call a habit. It is a habit of reasoning. Logical thinking is like a Platonic solid of the many kinds of heuristics that are discovered.
The kind of black and white logic that is found in digital computers is critical to the emergence of today's information economy. This of course is not the same logic that drives the general intelligence that lives in the same economy.
Digital computers do not have the inductive biases to navigate the complex and messy world of life. Look around, have you seen a machine with the autonomy of a honey bee? They simply have no grounding in life.
General intelligence emerges out of things that are alive. To construct a synthetic general intelligence requires the kind of algorithm that organically grows itself from the inside out.
Which requires the kind of inductive biases that are organic in nature. https://t.co/64gYeKBtI2
So what this reveals is that an inductive bias is an emergent feature of a complex process. Just like the wetness of water. It is interesting to identify these biases, but they aren't the process themselves. They are how we describe the process.
Things that our brains can identify are things that exhibit recurring patterns. We feel the wetness of water because that wetness repeats itself every time we feel water. This causation invariance in nature forges the causality reasoning necessary for navigating a messy world.
An inductive bias is the identifiable recurring thought process (i.e. habits) the brain has developed in the process of its own constructive development while growing into this world.
This said one should never mistake the map from the actual territory. A cognitive bias developed by too many is to confuse the two.
@threadreaderapp unroll

More from Carlos E. Perez

Programming in abstractions is very different from a system that is capable of its own 'abstracting'. But what does abstracting mean? We only know of its inputs and outputs, but we fail to describe its inner workings.

I like this short video about living in space. This is because it makes you realize the gaps in your knowledge when you turn off something (i.e. gravity) that you have always assumed to be present.


Perhaps we can understand 'abstracting' better if we turn of many assumptions that we unconsciously carry around. Perhaps we need to get rid of the excess baggage that is confusing our thinking about abstraction.

Turning off gravity and living in space is a perfect analogy. We somehow have to turn off a cognitive process to understand the meaning of abstraction.

The first step to divorce ourselves from our habitual cognitive processes is to realize the pervasiveness of 'noun-thinking' .
It's a very different perspective when we realize that our bodies consist of an entire ecology of bacteria and viruses that are also passed to our ancestors. Mammals rear their young and as a consequence transfer the microbiome and virome to their offspring.


What does it mean to treat our individuality as ecologies? We are all ecologies existing in other ecologies. Nature is constantly performing a balancing act across multiple scales of existence.

There are bacteria and viruses that are unique to your ancestry as that of your own DNA. They have lived in symbiosis with your ancestor and will do so for your descendants.

It is an empirical fact that the microbiome in our stomach can influence not only our own moods but also our metabolism and thus our weight and health.

It is also intriguing to know that brains evolved out of stomachs and that our stomachs contain hundreds of millions of neurons. Humans can literally think with their gut.

More from For later read

Hi @EdinburghUni @EHRC @EHRCChair @KishwerFalkner @RJHilsenrath @trussliz @GEOgovuk

The DIVERSITY INFORMATION section in yr job application mentions 'legal equality duties'. You then ask "What is your gender identity?" with options

Female
Male
Non-binary
Not-listed
Other

1/13


'Gender identity' is not a protected characteristic under the Equality Act 2010 and is not defined in the Act.

https://t.co/qisFhCiV1u

2/13


Sex is the protected characteristic and the only two possible options for sex are 'Female' and 'Male' as defined in the Act and consistent with biology - 'non-binary' and 'other' are not valid options.

https://t.co/CEJ0gkr6nF

'Gender identity' is not a synonym for sex.

3/13


You then ask "Does your gender identity match your sex registered at birth?"

4/13


Again, 'gender identity' is not a protected characteristic under the Equality Act 2010 and is not defined in the Act.

https://t.co/qisFhCiV1u

5/13
Every single public defender. Every single day.


Bail arguments, motions, oral arguments, hearings. Judges don’t know, follow, or care about the law. Prosecutors are willing to take advantage of it. And mandatory minimums, withheld evidence, & pretrial detention coerces people to plead before trial. When theres a jury. A shot.

But defenders still fight. And still win. Most times wins aren’t “Justice.” It’s power of repetition of argument in front of same judges. Introducing those in power to the people they oppress. Not just a RAP sheet or words on a page. Defenders make it harder to be brutal & cruel.

I worked as a public defender at an office as well resourced as any in the country. Social workers, team of investigators, a reentry team, support staff, specialist attorneys in immigration, housing, education, family. Relatively low caseloads (80-100). And yet still injustice.

Most think that balancing the scales of justice means more funding for defenders. Thats part of it. Enough a attorneys to actually be at bail hearings. Wrap around services to be able to help people trapped in the system end up better off in their communities. Lower caseloads.

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3) UCAS School of nuclear sciences and technology
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4) UCAS School of astronomy and space sciences
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7) Multi-scale Mechanics Teaching and Research Section
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10) Department of Biomechanics and Medical Engineering
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12) Department of Dynamics and Advanced Manufacturing
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