254 karma · joined June 11, 2020
I read about before there's proper engineering / physics theory about this too, it's like a car as a machine is a linear/smooth physics system with multiple weaknesses. Overtime longtime period of running many places might weaken but it still evolves into a slightly different smooth system, until you introduce a replacement which cause a mis-match of impedance or something like that.
The AI might be very good at diagnosing all minor issues, but might not lead to a successful repair, whereas human mechanics are extremely good on 80% of major issues that's not the ground truth, but will lead to successful repairs (that might not address the root but simply patch it). So it comes down to manage expectation / outcomes.
Things changed in 2012 when I bought a 'cheap-ish' Huawei phone, it was nothing of a flagship, no performance but it was really solid product. Very light and well built too. How ironic that was my first ever experience of buying a product exported to Europe.
Having said that a lot of German car suppliers are in China, and the German car manufacturing industry evolved over a significantly longer period of time.
Used to hear their shout in the street but largely disappeared in the 90s.
However it depends on the resources the univ got. In some places there were other less Comp sci / software engineering focused degrees but got a little content overlap (I guess for financial benefits to enroll more students) such as e-commerce / digital degrees. They shared some courses with CS but not all.
One thing for me to notice is his playing does not require a rhythm guitarist. I discovered that what worked well is Mitch Mitchell as a Jazz drummer his playing was heavily influenced by classics. In a way it complemented Jimi's guitar tone so well.
My hometown has a population of 3.4 million (prefecture level city or 3rd tier as people call it). But it has an area about 6000 km^2, easily reaching the total size of London. At its core the central town has roughly a population of 700,000. And there are 4 more towns after the central one, each has smaller villages and suburbs under them. People living in these towns wouldn't consider they are living in the same city.
When I moved to the UK early 2000s I could understand but can't appreciate that type of humour. I think its rooted in culture. Luckily that was the golden era of British comedies and there were great diversities so you can pick and choose what flavour you like.
Diagnosis is complex too, you don't want the test to have low specificity. False positive is sometimes tolerated.
However to infer or predict celular acitivities you need a ton of domain knowledge and experties about particular cell types, biological processes and specific environments. Typically the successful ones are human curated and validated (e.g large interaction networks based on literature).
In cancer it's even more unpredictable because of the lack of good (experimental) models, in-vivo or in-vitro, representing what actually happens the clinically and biologically underneath. Given the single cell resolution, its uncertainty will also amplify because of how heterogeneous inter- and intra- tumours are.
Having said that, a foundation model is definitely the future for futher development. But with all of these things, the bigger the model, the harder the validation process.
P.S the visualisation tool to explore and navigate the slices is quite awesome too https://mesoanatomy.org/mesomouse/
In the field of cancer research it has been focusing more on drug / treatment resistance, heterogeneous response to the same treatment and development of less invasive methods both in treatment and assessment (imaging and monitoring). We have made huge progress in terms of deeper understanding of cancer biology and human disease mechanism in general.
However we have a very long way to understand when things progress outside of our control how to respond. E.g the key cancer drivers have been identified long ago but how biology and evolution modulate its response to external treatment has so much unknowns. That requires large effort to push the whole foundation of science to elucidate the details of these processes in my opinion.
I know it's not statistically correct but I think it helped a lot in my understanding of other methods....
Ban-kai 卍解
If this is research then it shouldn't be true as it should belong to the 'most' research set.