u/Berecursive

I don’t think you can job hop into a senior role without any experience of performing that role. Unless you fabricate your resume. What about joining a larger company with a more structured promotion path that avoids the scope issue at a smaller company?

(.485*2) -1.0= -0.03

It’s still also the shift to [-1, 1]

Seems pretty well organized? Little bit of Python magic for loading from the yaml files but the onnx export script easily shows how the instantiate a class with the pre-trained checkpoints?

Where? Generally sign on RSUs in Europe are much lower than US

Mondays and Wednesdays are late days - up to 9pm - rest of the week ‘regular’ hours assumed (flexible). Vast majority of people don’t tend to work that late but more senior people do

So I was pretty much bang on 2 years ago then?

Use the Quest Pro

https://arxiv.org/html/2403.07210v1#S3

fsspec is a pretty popular implementation of this paradigm

Do you have any publications in venues considered to be ‘top tier’ in your desired field? If not, it’s very unlikely you will be hired to contribute to research. If you do, it likely doesn’t matter if you have a PhD

Faang pays similar for senior roles though HFT bonuses do get into insane territory and usually even faang does not match

https://arxiv.org/pdf/2301.00250.pdf

Null coalescing operators (PEP 505)

Don’t know the database but that looks like the stride is wrong. Maybe try turning back into an vector and then reshaping with Fortran order

Frontalization

If you have 100 cameras are they in fixed positions? Can you calibrate them?

By performing something like SLAM on the camera stream so the camera has a pose relative to the static world. But slam will fail if there are lots of dynamic objects in the scene like a person moving.

If the camera moves, why do you expect the head pose to be static? Is the person guaranteed to be totally still?

The head pose you are predicting is relative to the camera so the head pose should change as the camera changes. If you want a consistent pose you need a single coordinate frame to measure from. They would require a fixed frame of reference and likely a calibrated camera rig or knowledge of the camera’s world position (which be definition would be inside a fixed frame of reference)

The problem is always getting your foot in the door but generally yes. Research jobs won’t pay less they probably pay a bit more but not by multiples. You do an MSc + PhD and spend 4 more years than someone with an MSc only and you will start as an IC4 and they will already be an IC5. 4 years of earnings is hard to catch up with all else being equal.

Having said that, some positions will just require a PhD but those are generally few and far between.

ML is good in Zurich. No where near as big as the Bay obviously - but pretty much all FAANG in Zurich (bar Google) are primarily working on CV/ML - with a bias towards CV. A PhD with no experience will probably get you IC4 if you are good though downleved to IC3 isn’t impossible. On the applied/research engineer side you won’t get compensated any differently than someone with an MSc. For research it’s much more competitive as there are relatively few jobs that are based around being a research scientist and I would expect a top tier academic record to be required to land a position. Salaries are similar to the US for FAANG but RSU offers tend to be considerably lower.

Value the equity at 0

Absolute depth but it’s only accurate to about 1m and really optimized for the 30cm - 50cm range

Usually less. I think top of band E4 in the bay is over 200k but I don’t think anyone is getting over 100k gbp (for base)

Yeah roughly, ICT 4 at apple is really wide. You can normally take the US base and cut it in half. So around 80-90k GBP for FB E4 for example. Blind probably better for this

What level?

Hmm I’ve never tried to use Colab before - does get require a pip install?